diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_0.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_0.log new file mode 100644 index 0000000000000000000000000000000000000000..bf0ddaa71d6fcef031c70c706caf878dd9b8b79f --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_0.log @@ -0,0 +1,6369 @@ +2026-05-12 18:41:07.370 | INFO | __main__:__init__:824 - [RewardDebug] VLM reward active: model=snapvideo_vlm, path=/nfs/ywang29/ckpts/Qwen3.5-9B, family=qwen3_5, score_type=token_credit, num_frames=20, max_pixels=50176 +2026-05-12 18:41:10.513 | INFO | __main__:print_training_configuration:858 - SYSTEM & HARDWARE CONFIGURATION +2026-05-12 18:41:10.515 | INFO | __main__:print_training_configuration:859 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.515 | INFO | __main__:print_training_configuration:860 - Number of GPUs : 64 +2026-05-12 18:41:10.516 | INFO | __main__:print_training_configuration:861 - Local rank : 0 +2026-05-12 18:41:10.516 | INFO | __main__:print_training_configuration:862 - Global rank : 0 +2026-05-12 18:41:10.517 | INFO | __main__:print_training_configuration:863 - Device : cuda:0 +2026-05-12 18:41:10.518 | INFO | __main__:print_training_configuration:864 - Master weight dtype : torch.float32 +2026-05-12 18:41:10.519 | INFO | __main__:print_training_configuration:866 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.520 | INFO | __main__:print_training_configuration:867 - MODEL PARAMETERS & ARCHITECTURE +2026-05-12 18:41:10.521 | INFO | __main__:print_training_configuration:868 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.538 | INFO | __main__:print_training_configuration:871 - Number of total : 8,326,608,160 +2026-05-12 18:41:10.539 | INFO | __main__:print_training_configuration:872 - Total trainable parameters : 8,326,608,160 +2026-05-12 18:41:10.540 | INFO | __main__:print_training_configuration:873 - DIT model root : ./ckpts +2026-05-12 18:41:10.540 | INFO | __main__:print_training_configuration:874 - Transformer version : 480p_t2v +2026-05-12 18:41:10.541 | INFO | __main__:print_training_configuration:875 - Attention mode : flash +2026-05-12 18:41:10.541 | INFO | __main__:print_training_configuration:876 - Gradient checkpointing : True +2026-05-12 18:41:10.542 | INFO | __main__:print_training_configuration:877 - FSDP enabled : True +2026-05-12 18:41:10.542 | INFO | __main__:print_training_configuration:878 - LoRA enabled : False +2026-05-12 18:41:10.543 | INFO | __main__:print_training_configuration:879 - Glyph byT5 v2 : True +2026-05-12 18:41:10.544 | INFO | __main__:print_training_configuration:880 - ByT5 max length : 256 +2026-05-12 18:41:10.544 | INFO | __main__:print_training_configuration:882 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.545 | INFO | __main__:print_training_configuration:883 - DISTRIBUTED TRAINING CONFIGURATION +2026-05-12 18:41:10.546 | INFO | __main__:print_training_configuration:884 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.546 | INFO | __main__:print_training_configuration:885 - World size : 64 +2026-05-12 18:41:10.547 | INFO | __main__:print_training_configuration:886 - DP degree : 32 +2026-05-12 18:41:10.548 | INFO | __main__:print_training_configuration:887 - DP rank : 0 +2026-05-12 18:41:10.548 | INFO | __main__:print_training_configuration:888 - SP size : 2 +2026-05-12 18:41:10.549 | INFO | __main__:print_training_configuration:889 - SP rank : 0 +2026-05-12 18:41:10.549 | INFO | __main__:print_training_configuration:891 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.550 | INFO | __main__:print_training_configuration:892 - BATCH SIZE & DATA FLOW CONFIGURATION +2026-05-12 18:41:10.551 | INFO | __main__:print_training_configuration:893 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.551 | INFO | __main__:print_training_configuration:894 - Per GPU batch size : 2 +2026-05-12 18:41:10.552 | INFO | __main__:print_training_configuration:895 - DP degree batch size : 64 +2026-05-12 18:41:10.552 | INFO | __main__:print_training_configuration:896 - Gradient accumulation steps : 1 +2026-05-12 18:41:10.553 | INFO | __main__:print_training_configuration:897 - Num generations : 4 +2026-05-12 18:41:10.553 | INFO | __main__:print_training_configuration:898 - Use same noise : False +2026-05-12 18:41:10.554 | INFO | __main__:print_training_configuration:899 - Num workers : 4 +2026-05-12 18:41:10.554 | INFO | __main__:print_training_configuration:900 - Prefetch factor : 2 +2026-05-12 18:41:10.555 | INFO | __main__:print_training_configuration:902 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.555 | INFO | __main__:print_training_configuration:903 - OPTIMIZATION CONFIGURATION +2026-05-12 18:41:10.556 | INFO | __main__:print_training_configuration:904 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.557 | INFO | __main__:print_training_configuration:905 - Optimizer : muon +2026-05-12 18:41:10.558 | INFO | __main__:print_training_configuration:906 - Learning rate : 1e-05 +2026-05-12 18:41:10.558 | INFO | __main__:print_training_configuration:907 - Weight decay : 0.01 +2026-05-12 18:41:10.559 | INFO | __main__:print_training_configuration:908 - Max gradient norm : 1.0 +2026-05-12 18:41:10.560 | INFO | __main__:print_training_configuration:909 - LR scheduler : constant +2026-05-12 18:41:10.560 | INFO | __main__:print_training_configuration:910 - Warmup steps : 500 +2026-05-12 18:41:10.561 | INFO | __main__:print_training_configuration:911 - Max training steps : 10000 +2026-05-12 18:41:10.561 | INFO | __main__:print_training_configuration:913 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.562 | INFO | __main__:print_training_configuration:914 - INFERENCE & VALIDATION CONFIGURATION +2026-05-12 18:41:10.562 | INFO | __main__:print_training_configuration:915 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.563 | INFO | __main__:print_training_configuration:916 - Validation interval : 100 +2026-05-12 18:41:10.564 | INFO | __main__:print_training_configuration:917 - Validate at step 0 : False +2026-05-12 18:41:10.564 | INFO | __main__:print_training_configuration:918 - Validation video length : 121 +2026-05-12 18:41:10.565 | INFO | __main__:print_training_configuration:919 - Validation global seed : 930 +2026-05-12 18:41:10.565 | INFO | __main__:print_training_configuration:920 - Validation inference steps : 40 +2026-05-12 18:41:10.566 | INFO | __main__:print_training_configuration:921 - Validation aspect ratio : 16:9 +2026-05-12 18:41:10.566 | INFO | __main__:print_training_configuration:922 - Validation fixed size : 480x864 +2026-05-12 18:41:10.567 | INFO | __main__:print_training_configuration:923 - Validation prompt rewrite : False +2026-05-12 18:41:10.567 | INFO | __main__:print_training_configuration:924 - Validation flow shift : 5.0 +2026-05-12 18:41:10.568 | INFO | __main__:print_training_configuration:925 - Sampling CFG scale : 6.0 +2026-05-12 18:41:10.569 | INFO | __main__:print_training_configuration:926 - Sampling eta : 0.5 +2026-05-12 18:41:10.569 | INFO | __main__:print_training_configuration:927 - Sampling steps (GRPO rollout) : 20 +2026-05-12 18:41:10.570 | INFO | __main__:print_training_configuration:928 - Token credit loss mode : video_adv +2026-05-12 18:41:10.570 | INFO | __main__:print_training_configuration:929 - Random train timestep count : False +2026-05-12 18:41:10.571 | INFO | __main__:print_training_configuration:930 - Random train timestep range : 1-20 +2026-05-12 18:41:10.572 | INFO | __main__:print_training_configuration:934 - SDE type : sage_grpo +2026-05-12 18:41:10.572 | INFO | __main__:print_training_configuration:936 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.573 | INFO | __main__:print_training_configuration:937 - GRPO & KL CONFIGURATION +2026-05-12 18:41:10.573 | INFO | __main__:print_training_configuration:938 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.574 | INFO | __main__:print_training_configuration:939 - Reward model : snapvideo_vlm +2026-05-12 18:41:10.575 | INFO | __main__:print_training_configuration:941 - VLM reward model path : /nfs/ywang29/ckpts/Qwen3.5-9B +2026-05-12 18:41:10.575 | INFO | __main__:print_training_configuration:942 - VLM reward model family : qwen3_5 +2026-05-12 18:41:10.576 | INFO | __main__:print_training_configuration:943 - VLM reward frames : 20 +2026-05-12 18:41:10.576 | INFO | __main__:print_training_configuration:944 - VLM reward max pixels : 50176 +2026-05-12 18:41:10.577 | INFO | __main__:print_training_configuration:945 - VLM reward score type : token_credit +2026-05-12 18:41:10.578 | INFO | __main__:print_training_configuration:946 - VLM reward max new tokens : 128 +2026-05-12 18:41:10.578 | INFO | __main__:print_training_configuration:947 - VLM reward batch size : 1 +2026-05-12 18:41:10.579 | INFO | __main__:print_training_configuration:948 - VLM reward missing score : 0.0 +2026-05-12 18:41:10.579 | INFO | __main__:print_training_configuration:951 - KL weight : 1e-05 +2026-05-12 18:41:10.580 | INFO | __main__:print_training_configuration:952 - KL coef : 1e-07 +2026-05-12 18:41:10.581 | INFO | __main__:print_training_configuration:953 - Use moving KL : True +2026-05-12 18:41:10.581 | INFO | __main__:print_training_configuration:954 - Update ref model step : 10 +2026-05-12 18:41:10.582 | INFO | __main__:print_training_configuration:955 - Use dual KL : True +2026-05-12 18:41:10.582 | INFO | __main__:print_training_configuration:956 - Dual KL moving weight : 1.0 +2026-05-12 18:41:10.583 | INFO | __main__:print_training_configuration:957 - Dual KL step weight : 0.1 +2026-05-12 18:41:10.583 | INFO | __main__:print_training_configuration:958 - KL compute mode : rollout_phase +2026-05-12 18:41:10.584 | INFO | __main__:print_training_configuration:959 - Use grad balancing : True +2026-05-12 18:41:10.585 | INFO | __main__:print_training_configuration:960 - Enable timestep permutation : True +2026-05-12 18:41:10.585 | INFO | __main__:print_training_configuration:961 - Reference mode offload : True +2026-05-12 18:41:10.585 | INFO | __main__:print_training_configuration:963 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.586 | INFO | __main__:print_training_configuration:964 - LOGGING & CHECKPOINTING CONFIGURATION +2026-05-12 18:41:10.587 | INFO | __main__:print_training_configuration:965 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.587 | INFO | __main__:print_training_configuration:966 - Output directory : ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2 +2026-05-12 18:41:10.588 | INFO | __main__:print_training_configuration:967 - Checkpoints directory : s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2 +2026-05-12 18:41:10.588 | INFO | __main__:print_training_configuration:968 - Checkpoint interval : 100 +2026-05-12 18:41:10.589 | INFO | __main__:print_training_configuration:969 - Log interval : 1 +2026-05-12 18:41:10.589 | INFO | __main__:print_training_configuration:970 - Resume checkpoint : None +2026-05-12 18:41:10.590 | INFO | __main__:print_training_configuration:971 - Train CSV : ['/nfs/ywang29/Reward_finetuning/SAGE-GRPO/assets/demo_train_decomposed_binary5.csv'] +2026-05-12 18:41:10.591 | INFO | __main__:print_training_configuration:972 - Valid CSV : assets/demo_sample.csv +2026-05-12 18:41:10.591 | INFO | __main__:print_training_configuration:973 - Seed : 42 +2026-05-12 18:41:10.592 | INFO | __main__:print_training_configuration:974 - WandB enabled : True +2026-05-12 18:41:10.592 | INFO | __main__:print_training_configuration:976 - WandB project : SAGE-GRPO +2026-05-12 18:41:10.593 | INFO | __main__:print_training_configuration:977 - WandB run name : yw006-4-sage-qwen35-9b-token-credit-video-adv-2 +2026-05-12 18:41:10.593 | INFO | __main__:__init__:846 - [Effective Config] world_size=64, rank=0, local_rank=0, sp_size=2, dp_size=32, dp_rank=0, sp_rank=0, batch_size=2, num_generations=4, grad_accum=1 +2026-05-12 18:41:10.594 | INFO | __main__:_build_video_dataset:1741 - [Effective GRPO Grouping] video_batch_size=2, dp_replicas=32, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, product=64 +2026-05-12 18:41:11.522 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:41:11.525 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:11.525 | INFO | __main__:_train_grpo:1817 - Starting GRPO training... +2026-05-12 18:41:11.526 | INFO | __main__:_train_grpo:1818 - Max steps: 10000 +2026-05-12 18:41:11.527 | INFO | __main__:_train_grpo:1819 - Batch size: 2 +2026-05-12 18:41:11.528 | INFO | __main__:_train_grpo:1820 - Learning rate: 1e-05 +2026-05-12 18:41:13.824 | INFO | __main__:_train_grpo:1846 - [FLAG] post_train train path -> train_one_step +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 18:41:32.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:32.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:32.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:02.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_0/index_7542_seed_28576_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 18:43:09.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 18:43:30.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:30.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:30.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:44:41.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_0/index_7542_seed_28577_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 18:44:47.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 18:45:08.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 18:45:16.107 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 18:45:27.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 0, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.573 | INFO | __main__:_log_precision_diagnostics_once:1438 - [PrecisionDiag] trainable param dtypes: ['torch.float32'] +2026-05-12 18:57:11.574 | INFO | __main__:_log_precision_diagnostics_once:1441 - [PrecisionDiag] Using composable FSDP2 mixed precision (param_dtype=bf16, reduce_dtype=float32). This path does not maintain an explicit FP32 master-weight copy for parameters. +2026-05-12 18:57:11.577 | INFO | __main__:_log_precision_diagnostics_once:1454 - [PrecisionDiag] optimizer tensor-state dtypes: ['torch.float32'] (count=2804) +2026-05-12 18:57:11.578 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 1 train_steps 40 {'step': '1/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00409687', 'KL_weight': '0.00000396', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '381.50167847', 'grpo_loop_time': '456.51745605', 'ref_model_time': '127.16181946', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88340342', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06452817', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.510e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-08', 'kl_loss': '0.00701433', 'kl_moving': '0.00701433', 'kl_stepwise': '-1.954e-08', 'gathered_avg_reward_mean': '-0.06452817', 'gathered_avg_reward_std': '0.05169454', 'gathered_vlm_logprob_reward_mean': '-0.06452817', 'gathered_vlm_logprob_reward_std': '0.05169454', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06452817', 'gathered_vlm_token_credit_reward_std': '0.05169454', 'gathered_vlm_yes_no_margin_reward_mean': '3.70937490', 'gathered_vlm_yes_no_margin_reward_std': '0.92661917', 'gathered_vlm_yes_ratio_reward_mean': '1.00000000', 'gathered_vlm_yes_ratio_reward_std': '0.00000000', 'gathered_ori_avg_reward_mean': '-0.06452817', 'gathered_ori_avg_reward_std': '0.05169454'} +2026-05-12 18:57:11.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 18:57:11.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:57:11.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:11.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:22.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_0/index_6771_seed_33047_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 18:58:29.504 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 18:58:54.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:58:54.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:54.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:00.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_0/index_6771_seed_33048_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 19:00:06.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:00:31.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:00:35.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 19:00:36.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:53.954 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 2 train_steps 80 {'step': '2/10000', 'learning_rate': '0.00001000', 'loss': '6.333e-08', 'grad_norm': '0.00510065', 'KL_weight': '0.00000792', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.76788330', 'grpo_loop_time': '432.15875244', 'ref_model_time': '122.99149323', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85734451', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10879107', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.503e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00751282', 'kl_moving': '0.00751282', 'kl_stepwise': '-1.910e-08', 'gathered_avg_reward_mean': '-0.10879107', 'gathered_avg_reward_std': '0.13420510', 'gathered_vlm_logprob_reward_mean': '-0.10879106', 'gathered_vlm_logprob_reward_std': '0.13420510', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10879106', 'gathered_vlm_token_credit_reward_std': '0.13420510', 'gathered_vlm_yes_no_margin_reward_mean': '3.73789024', 'gathered_vlm_yes_no_margin_reward_std': '0.85118246', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.09662265', 'gathered_ori_avg_reward_mean': '-0.10879106', 'gathered_ori_avg_reward_std': '0.13420510'} +2026-05-12 19:11:54.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 19:11:54.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:11:54.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:03.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_0/index_5387_seed_9522_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 19:13:07.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:13:28.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:13:28.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:28.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:14:44.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_0/index_5387_seed_9523_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 19:14:48.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:15:11.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:15:16.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 19:15:18.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.046 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.419 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 3 train_steps 120 {'step': '3/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00791509', 'KL_weight': '0.00000120', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.18090820', 'grpo_loop_time': '431.60272217', 'ref_model_time': '127.30146790', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87370884', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11905377', 'token_credit_video_advantage_mean': '3.166e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.461e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.147e-08', 'kl_loss': '0.00796295', 'kl_moving': '0.00796295', 'kl_stepwise': '-1.936e-08', 'gathered_avg_reward_mean': '-0.11905378', 'gathered_avg_reward_std': '0.13223223', 'gathered_vlm_logprob_reward_mean': '-0.11905377', 'gathered_vlm_logprob_reward_std': '0.13223223', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11905377', 'gathered_vlm_token_credit_reward_std': '0.13223223', 'gathered_vlm_yes_no_margin_reward_mean': '3.33359385', 'gathered_vlm_yes_no_margin_reward_std': '0.94110984', 'gathered_vlm_yes_ratio_reward_mean': '0.95937496', 'gathered_vlm_yes_ratio_reward_std': '0.10111680', 'gathered_ori_avg_reward_mean': '-0.11905377', 'gathered_ori_avg_reward_std': '0.13223223'} +2026-05-12 19:26:37.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 19:26:37.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:26:37.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:45.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_0/index_3341_seed_10098_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 19:27:54.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:28:18.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:28:18.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:28:18.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:29:25.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_0/index_3341_seed_10099_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 19:29:31.350 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:29:57.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:30:00.151 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 19:30:01.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.327 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 4 train_steps 160 {'step': '4/10000', 'learning_rate': '0.00001000', 'loss': '9.942e-08', 'grad_norm': '0.00522073', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.74023438', 'grpo_loop_time': '432.06753540', 'ref_model_time': '123.53574371', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87430936', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09004417', 'token_credit_video_advantage_mean': '-6.869e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.497e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.802e-08', 'kl_loss': '0.00775319', 'kl_moving': '0.00775319', 'kl_stepwise': '-2.032e-08', 'gathered_avg_reward_mean': '-0.09004416', 'gathered_avg_reward_std': '0.09412242', 'gathered_vlm_logprob_reward_mean': '-0.09004416', 'gathered_vlm_logprob_reward_std': '0.09412242', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09004416', 'gathered_vlm_token_credit_reward_std': '0.09412242', 'gathered_vlm_yes_no_margin_reward_mean': '3.86210942', 'gathered_vlm_yes_no_margin_reward_std': '0.65914530', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09004416', 'gathered_ori_avg_reward_std': '0.09412242'} +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 19:41:18.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:41:18.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:27.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_0/index_4150_seed_30223_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 19:42:34.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:42:59.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:42:59.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:59.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:09.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_0/index_4150_seed_30224_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 19:44:17.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:44:41.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:44:41.986 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 19:44:43.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.551 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 5 train_steps 200 {'step': '5/10000', 'learning_rate': '0.00001000', 'loss': '-6.147e-08', 'grad_norm': '0.00690704', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.91442871', 'grpo_loop_time': '433.30978394', 'ref_model_time': '123.43996429', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86275423', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11245181', 'token_credit_video_advantage_mean': '4.307e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.422e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.193e-08', 'kl_loss': '0.00732840', 'kl_moving': '0.00732840', 'kl_stepwise': '-1.912e-08', 'gathered_avg_reward_mean': '-0.11245181', 'gathered_avg_reward_std': '0.14840347', 'gathered_vlm_logprob_reward_mean': '-0.11245181', 'gathered_vlm_logprob_reward_std': '0.14840347', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11245181', 'gathered_vlm_token_credit_reward_std': '0.14840347', 'gathered_vlm_yes_no_margin_reward_mean': '3.38906240', 'gathered_vlm_yes_no_margin_reward_std': '0.80689007', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261844', 'gathered_ori_avg_reward_mean': '-0.11245181', 'gathered_ori_avg_reward_std': '0.14840347'} +2026-05-12 19:56:06.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 19:56:06.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:56:06.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:14.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_0/index_7254_seed_11671_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 19:57:21.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:57:42.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:57:42.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:42.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:58:52.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_0/index_7254_seed_11672_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 19:58:59.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 19:59:26.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:59:27.623 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 19:59:28.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.598 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 6 train_steps 240 {'step': '6/10000', 'learning_rate': '0.00001000', 'loss': '1.071e-07', 'grad_norm': '0.00505082', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.46087646', 'grpo_loop_time': '430.66802979', 'ref_model_time': '126.18969727', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86689734', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12007083', 'token_credit_video_advantage_mean': '-6.519e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.443e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.062e-07', 'kl_loss': '0.00698795', 'kl_moving': '0.00698796', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '-0.12007084', 'gathered_avg_reward_std': '0.13222982', 'gathered_vlm_logprob_reward_mean': '-0.12007083', 'gathered_vlm_logprob_reward_std': '0.13222982', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12007083', 'gathered_vlm_token_credit_reward_std': '0.13222982', 'gathered_vlm_yes_no_margin_reward_mean': '3.70234394', 'gathered_vlm_yes_no_margin_reward_std': '0.76470888', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.08332683', 'gathered_ori_avg_reward_mean': '-0.12007083', 'gathered_ori_avg_reward_std': '0.13222982'} +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 20:10:47.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:10:47.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:56.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_0/index_3113_seed_32440_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 20:12:01.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:12:28.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:12:28.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:12:28.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:13:36.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_0/index_3113_seed_32441_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 20:13:40.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:14:04.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:14:10.441 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 20:14:11.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.251 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 7 train_steps 280 {'step': '7/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-08', 'grad_norm': '0.00610978', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.87127686', 'grpo_loop_time': '430.74456787', 'ref_model_time': '126.03041077', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85280192', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14160262', 'token_credit_video_advantage_mean': '-3.260e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.411e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-08', 'kl_loss': '0.00746136', 'kl_moving': '0.00746136', 'kl_stepwise': '-1.962e-08', 'gathered_avg_reward_mean': '-0.14160261', 'gathered_avg_reward_std': '0.10833996', 'gathered_vlm_logprob_reward_mean': '-0.14160261', 'gathered_vlm_logprob_reward_std': '0.10833996', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14160261', 'gathered_vlm_token_credit_reward_std': '0.10833996', 'gathered_vlm_yes_no_margin_reward_mean': '3.56914043', 'gathered_vlm_yes_no_margin_reward_std': '0.99468046', 'gathered_vlm_yes_ratio_reward_mean': '0.92812502', 'gathered_vlm_yes_ratio_reward_std': '0.09596346', 'gathered_ori_avg_reward_mean': '-0.14160261', 'gathered_ori_avg_reward_std': '0.10833996'} +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 20:25:29.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:25:29.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:38.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_0/index_7447_seed_24478_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 20:26:42.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:27:05.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:27:05.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:27:05.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:24.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_0/index_7447_seed_24479_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 20:28:32.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:28:59.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:28:59.304 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:28:59.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 20:29:00.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.743 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 8 train_steps 320 {'step': '8/10000', 'learning_rate': '0.00001000', 'loss': '-4.563e-08', 'grad_norm': '0.00931956', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.69601440', 'grpo_loop_time': '432.55499268', 'ref_model_time': '123.21163177', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86523360', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12483779', 'token_credit_video_advantage_mean': '1.956e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.443e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.309e-08', 'kl_loss': '0.00771148', 'kl_moving': '0.00771148', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '-0.12483778', 'gathered_avg_reward_std': '0.20024353', 'gathered_vlm_logprob_reward_mean': '-0.12483779', 'gathered_vlm_logprob_reward_std': '0.20024353', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12483779', 'gathered_vlm_token_credit_reward_std': '0.20024353', 'gathered_vlm_yes_no_margin_reward_mean': '3.57265615', 'gathered_vlm_yes_no_margin_reward_std': '1.01906359', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569568', 'gathered_ori_avg_reward_mean': '-0.12483779', 'gathered_ori_avg_reward_std': '0.20024353'} +2026-05-12 20:40:21.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 20:40:21.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:40:22.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:31.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_0/index_9339_seed_18934_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 20:41:37.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:41:59.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:41:59.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:59.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:11.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_0/index_9339_seed_18935_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 20:43:15.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:43:38.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:43:44.830 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:43:44.933 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 20:43:46.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.335 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 9 train_steps 360 {'step': '9/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-08', 'grad_norm': '0.01535338', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.44244385', 'grpo_loop_time': '436.05151367', 'ref_model_time': '124.26574707', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87084126', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09418750', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.383e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00686799', 'kl_moving': '0.00686799', 'kl_stepwise': '-1.888e-08', 'gathered_avg_reward_mean': '-0.09418750', 'gathered_avg_reward_std': '0.09477711', 'gathered_vlm_logprob_reward_mean': '-0.09418749', 'gathered_vlm_logprob_reward_std': '0.09477711', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09418749', 'gathered_vlm_token_credit_reward_std': '0.09477711', 'gathered_vlm_yes_no_margin_reward_mean': '3.43320322', 'gathered_vlm_yes_no_margin_reward_std': '0.91848487', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08816710', 'gathered_ori_avg_reward_mean': '-0.09418749', 'gathered_ori_avg_reward_std': '0.09477711'} +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 20:55:11.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:55:11.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:20.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_0/index_3943_seed_33139_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 20:56:24.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:56:49.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:56:49.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:49.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:57:59.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_0/index_3943_seed_33140_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 20:58:04.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 20:58:27.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:58:34.641 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 20:58:36.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:09:57.182 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 10 train_steps 400 {'step': '10/10000', 'learning_rate': '0.00001000', 'loss': '1.770e-08', 'grad_norm': '0.00500043', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '327.36920166', 'grpo_loop_time': '435.10937500', 'ref_model_time': '122.03447723', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88530505', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.19671860', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.399e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.770e-08', 'kl_loss': '0.00770045', 'kl_moving': '0.00770045', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.19671860', 'gathered_avg_reward_std': '0.21862212', 'gathered_vlm_logprob_reward_mean': '-0.19671862', 'gathered_vlm_logprob_reward_std': '0.21862213', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.19671862', 'gathered_vlm_token_credit_reward_std': '0.21862213', 'gathered_vlm_yes_no_margin_reward_mean': '3.20546865', 'gathered_vlm_yes_no_margin_reward_std': '1.19280446', 'gathered_vlm_yes_ratio_reward_mean': '0.90937501', 'gathered_vlm_yes_ratio_reward_std': '0.14970674', 'gathered_ori_avg_reward_mean': '-0.19671862', 'gathered_ori_avg_reward_std': '0.21862213'} +2026-05-12 21:10:47.847 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 21:10:50.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:10:50.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:12:01.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_0/index_7446_seed_6033_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 21:12:08.925 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:12:32.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:12:32.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:12:32.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:13:43.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_0/index_7446_seed_6034_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 21:13:50.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:14:13.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:14:15.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 21:14:16.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:33.924 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 11 train_steps 440 {'step': '11/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-09', 'grad_norm': '0.00754688', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.39880371', 'grpo_loop_time': '432.50610352', 'ref_model_time': '123.47176361', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90017509', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16583765', 'token_credit_video_advantage_mean': '-1.071e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.500e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-09', 'kl_loss': '0.00856427', 'kl_moving': '0.00856427', 'kl_stepwise': '-1.987e-08', 'gathered_avg_reward_mean': '-0.16583766', 'gathered_avg_reward_std': '0.17076267', 'gathered_vlm_logprob_reward_mean': '-0.16583765', 'gathered_vlm_logprob_reward_std': '0.17076267', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16583765', 'gathered_vlm_token_credit_reward_std': '0.17076267', 'gathered_vlm_yes_no_margin_reward_mean': '3.41054678', 'gathered_vlm_yes_no_margin_reward_std': '1.04903984', 'gathered_vlm_yes_ratio_reward_mean': '0.93124998', 'gathered_vlm_yes_ratio_reward_std': '0.10135797', 'gathered_ori_avg_reward_mean': '-0.16583765', 'gathered_ori_avg_reward_std': '0.17076267'} +2026-05-12 21:25:34.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 21:25:34.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:25:34.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:43.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_0/index_6954_seed_18434_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 21:26:50.527 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:27:16.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:27:16.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:27:16.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:28:26.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_0/index_6954_seed_18435_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 21:28:31.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:28:56.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:29:01.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 21:29:02.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.457 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 12 train_steps 480 {'step': '12/10000', 'learning_rate': '0.00001000', 'loss': '5.495e-08', 'grad_norm': '0.00694186', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.33489990', 'grpo_loop_time': '432.37548828', 'ref_model_time': '125.58193970', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87030190', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11255811', 'token_credit_video_advantage_mean': '-2.887e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.533e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.495e-08', 'kl_loss': '0.00775133', 'kl_moving': '0.00775133', 'kl_stepwise': '-1.981e-08', 'gathered_avg_reward_mean': '-0.11255810', 'gathered_avg_reward_std': '0.12117976', 'gathered_vlm_logprob_reward_mean': '-0.11255810', 'gathered_vlm_logprob_reward_std': '0.12117975', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11255810', 'gathered_vlm_token_credit_reward_std': '0.12117975', 'gathered_vlm_yes_no_margin_reward_mean': '3.78828120', 'gathered_vlm_yes_no_margin_reward_std': '0.89438319', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.08472151', 'gathered_ori_avg_reward_mean': '-0.11255810', 'gathered_ori_avg_reward_std': '0.12117975'} +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 21:40:24.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:40:24.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:34.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_0/index_728_seed_22358_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 21:41:40.310 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:42:03.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:42:03.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:42:03.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:16.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_0/index_728_seed_22359_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 21:43:24.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:43:47.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:43:50.668 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 21:43:52.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:15.922 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 13 train_steps 520 {'step': '13/10000', 'learning_rate': '0.00001000', 'loss': '-4.517e-08', 'grad_norm': '0.00682328', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.92004395', 'grpo_loop_time': '437.69116211', 'ref_model_time': '123.49797821', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88637346', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10852253', 'token_credit_video_advantage_mean': '3.004e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.703e-08', 'kl_loss': '0.00903313', 'kl_moving': '0.00903313', 'kl_stepwise': '-2.042e-08', 'gathered_avg_reward_mean': '-0.10852253', 'gathered_avg_reward_std': '0.11197813', 'gathered_vlm_logprob_reward_mean': '-0.10852252', 'gathered_vlm_logprob_reward_std': '0.11197813', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10852252', 'gathered_vlm_token_credit_reward_std': '0.11197813', 'gathered_vlm_yes_no_margin_reward_mean': '3.59492207', 'gathered_vlm_yes_no_margin_reward_std': '0.88025403', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.10852252', 'gathered_ori_avg_reward_std': '0.11197813'} +2026-05-12 21:55:16.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 21:55:16.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:55:16.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:25.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_0/index_8365_seed_10793_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 21:56:31.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:56:54.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:56:54.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:54.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:08.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_0/index_8365_seed_10794_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 21:58:14.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 21:58:39.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:58:41.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 21:58:42.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.657 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 14 train_steps 560 {'step': '14/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-08', 'grad_norm': '0.01944251', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.20913696', 'grpo_loop_time': '433.46093750', 'ref_model_time': '124.68949890', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87564397', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.04975949', 'token_credit_video_advantage_mean': '2.538e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.414e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.098e-08', 'kl_loss': '0.00676417', 'kl_moving': '0.00676417', 'kl_stepwise': '-1.868e-08', 'gathered_avg_reward_mean': '-0.04975950', 'gathered_avg_reward_std': '0.04841581', 'gathered_vlm_logprob_reward_mean': '-0.04975949', 'gathered_vlm_logprob_reward_std': '0.04841581', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.04975949', 'gathered_vlm_token_credit_reward_std': '0.04841581', 'gathered_vlm_yes_no_margin_reward_mean': '4.19374990', 'gathered_vlm_yes_no_margin_reward_std': '0.61663151', 'gathered_vlm_yes_ratio_reward_mean': '0.98749995', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.04975949', 'gathered_ori_avg_reward_std': '0.04841581'} +2026-05-12 22:10:04.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 22:10:04.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:10:05.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:13.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_0/index_4241_seed_33057_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 22:11:22.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:11:47.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:11:47.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:47.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:12:57.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_0/index_4241_seed_33058_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 22:13:08.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:13:31.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:13:32.010 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 22:13:33.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.415 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 15 train_steps 600 {'step': '15/10000', 'learning_rate': '0.00001000', 'loss': '-7.357e-08', 'grad_norm': '0.00401333', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.30514526', 'grpo_loop_time': '436.39251709', 'ref_model_time': '125.91243744', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86926377', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12982497', 'token_credit_video_advantage_mean': '4.377e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.357e-08', 'kl_loss': '0.00677712', 'kl_moving': '0.00677712', 'kl_stepwise': '-1.987e-08', 'gathered_avg_reward_mean': '-0.12982497', 'gathered_avg_reward_std': '0.16549373', 'gathered_vlm_logprob_reward_mean': '-0.12982497', 'gathered_vlm_logprob_reward_std': '0.16549373', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12982497', 'gathered_vlm_token_credit_reward_std': '0.16549373', 'gathered_vlm_yes_no_margin_reward_mean': '3.48281264', 'gathered_vlm_yes_no_margin_reward_std': '0.88515174', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.12982497', 'gathered_ori_avg_reward_std': '0.16549373'} +2026-05-12 22:25:00.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 22:25:00.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:25:00.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:11.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_0/index_6121_seed_22864_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 22:26:17.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:26:40.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:26:40.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:40.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:27:58.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_0/index_6121_seed_22865_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 22:28:06.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:28:31.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:28:31.810 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 22:28:33.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.727 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.558 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 16 train_steps 640 {'step': '16/10000', 'learning_rate': '0.00001000', 'loss': '-1.630e-09', 'grad_norm': '0.00943308', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.20535278', 'grpo_loop_time': '434.90417480', 'ref_model_time': '127.79940033', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87765491', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09853177', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.400e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.630e-09', 'kl_loss': '0.00769560', 'kl_moving': '0.00769560', 'kl_stepwise': '-1.920e-08', 'gathered_avg_reward_mean': '-0.09853177', 'gathered_avg_reward_std': '0.10587393', 'gathered_vlm_logprob_reward_mean': '-0.09853177', 'gathered_vlm_logprob_reward_std': '0.10587392', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09853177', 'gathered_vlm_token_credit_reward_std': '0.10587392', 'gathered_vlm_yes_no_margin_reward_mean': '3.66054678', 'gathered_vlm_yes_no_margin_reward_std': '1.02218366', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.09853177', 'gathered_ori_avg_reward_std': '0.10587392'} +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 22:39:58.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:39:58.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:59.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:08.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_0/index_3814_seed_28667_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 22:41:15.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:41:40.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:41:40.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:40.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:42:49.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_0/index_3814_seed_28668_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 22:42:56.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:43:21.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:43:23.062 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:43:23.073 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 22:43:24.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:42.911 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 17 train_steps 680 {'step': '17/10000', 'learning_rate': '0.00001000', 'loss': '-5.867e-08', 'grad_norm': '0.00525854', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.37634277', 'grpo_loop_time': '433.49954224', 'ref_model_time': '123.00096893', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85352707', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.21023609', 'token_credit_video_advantage_mean': '3.353e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.960e-08', 'kl_loss': '0.00730036', 'kl_moving': '0.00730036', 'kl_stepwise': '-1.857e-08', 'gathered_avg_reward_mean': '-0.21023607', 'gathered_avg_reward_std': '0.17705041', 'gathered_vlm_logprob_reward_mean': '-0.21023607', 'gathered_vlm_logprob_reward_std': '0.17705043', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.21023607', 'gathered_vlm_token_credit_reward_std': '0.17705043', 'gathered_vlm_yes_no_margin_reward_mean': '3.06054688', 'gathered_vlm_yes_no_margin_reward_std': '0.96013111', 'gathered_vlm_yes_ratio_reward_mean': '0.91874999', 'gathered_vlm_yes_ratio_reward_std': '0.11021995', 'gathered_ori_avg_reward_mean': '-0.21023607', 'gathered_ori_avg_reward_std': '0.17705043'} +2026-05-12 22:54:43.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 22:54:43.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:54:43.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:51.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_0/index_367_seed_17358_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 22:55:57.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:56:20.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:56:20.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:56:20.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:57:32.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_0/index_367_seed_17359_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 22:57:40.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 22:58:03.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:58:07.099 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:58:07.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 22:58:08.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.060 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 18 train_steps 720 {'step': '18/10000', 'learning_rate': '0.00001000', 'loss': '-2.387e-09', 'grad_norm': '0.00775965', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.21685791', 'grpo_loop_time': '430.97021484', 'ref_model_time': '122.12169647', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86034131', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11528828', 'token_credit_video_advantage_mean': '-1.164e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.422e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.387e-09', 'kl_loss': '0.00723737', 'kl_moving': '0.00723737', 'kl_stepwise': '-1.969e-08', 'gathered_avg_reward_mean': '-0.11528827', 'gathered_avg_reward_std': '0.12958786', 'gathered_vlm_logprob_reward_mean': '-0.11528827', 'gathered_vlm_logprob_reward_std': '0.12958786', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11528827', 'gathered_vlm_token_credit_reward_std': '0.12958786', 'gathered_vlm_yes_no_margin_reward_mean': '3.45468736', 'gathered_vlm_yes_no_margin_reward_std': '0.81876045', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.11528827', 'gathered_ori_avg_reward_std': '0.12958786'} +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 23:09:27.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:09:27.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:36.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_0/index_8800_seed_13689_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 23:10:43.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:11:08.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:11:08.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:11:08.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:19.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_0/index_8800_seed_13690_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 23:12:26.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:12:51.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:12:52.038 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:12:52.058 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 23:12:53.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.653 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 19 train_steps 760 {'step': '19/10000', 'learning_rate': '0.00001000', 'loss': '1.334e-07', 'grad_norm': '0.00711056', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.29702759', 'grpo_loop_time': '433.24591064', 'ref_model_time': '124.43519592', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90409440', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10917927', 'token_credit_video_advantage_mean': '-7.101e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.278e-07', 'kl_loss': '0.00736919', 'kl_moving': '0.00736919', 'kl_stepwise': '-2.008e-08', 'gathered_avg_reward_mean': '-0.10917926', 'gathered_avg_reward_std': '0.10243522', 'gathered_vlm_logprob_reward_mean': '-0.10917927', 'gathered_vlm_logprob_reward_std': '0.10243522', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10917927', 'gathered_vlm_token_credit_reward_std': '0.10243522', 'gathered_vlm_yes_no_margin_reward_mean': '3.53593755', 'gathered_vlm_yes_no_margin_reward_std': '0.89544064', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.10917927', 'gathered_ori_avg_reward_std': '0.10243522'} +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 23:24:14.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:24:14.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:23.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_0/index_657_seed_28953_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 23:25:29.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:25:56.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:25:56.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:56.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:08.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_0/index_657_seed_28954_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 23:27:15.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:27:38.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:27:41.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 23:27:42.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:04.571 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 20 train_steps 800 {'step': '20/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-08', 'grad_norm': '0.00699744', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.00634766', 'grpo_loop_time': '434.87521362', 'ref_model_time': '123.54290009', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86110067', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09430295', 'token_credit_video_advantage_mean': '-1.118e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.500e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-08', 'kl_loss': '0.00831616', 'kl_moving': '0.00831617', 'kl_stepwise': '-2.075e-08', 'gathered_avg_reward_mean': '-0.09430295', 'gathered_avg_reward_std': '0.07838113', 'gathered_vlm_logprob_reward_mean': '-0.09430295', 'gathered_vlm_logprob_reward_std': '0.07838114', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09430295', 'gathered_vlm_token_credit_reward_std': '0.07838114', 'gathered_vlm_yes_no_margin_reward_mean': '3.38085938', 'gathered_vlm_yes_no_margin_reward_std': '0.73754954', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.09430295', 'gathered_ori_avg_reward_std': '0.07838114'} +2026-05-12 23:39:53.742 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 23:39:57.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:39:57.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:07.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_0/index_5415_seed_11619_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 23:41:12.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:41:35.324 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:41:35.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:35.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:42:43.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_0/index_5415_seed_11620_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 23:42:47.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:43:12.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:43:16.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 23:43:18.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.150 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:34.974 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 21 train_steps 840 {'step': '21/10000', 'learning_rate': '0.00001000', 'loss': '-4.191e-08', 'grad_norm': '0.00562841', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '324.79589844', 'grpo_loop_time': '432.54589844', 'ref_model_time': '123.29637909', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85725570', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15123171', 'token_credit_video_advantage_mean': '1.956e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.421e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.191e-08', 'kl_loss': '0.00718229', 'kl_moving': '0.00718229', 'kl_stepwise': '-1.913e-08', 'gathered_avg_reward_mean': '-0.15123172', 'gathered_avg_reward_std': '0.12665130', 'gathered_vlm_logprob_reward_mean': '-0.15123172', 'gathered_vlm_logprob_reward_std': '0.12665129', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15123172', 'gathered_vlm_token_credit_reward_std': '0.12665129', 'gathered_vlm_yes_no_margin_reward_mean': '3.20156240', 'gathered_vlm_yes_no_margin_reward_std': '0.75935405', 'gathered_vlm_yes_ratio_reward_mean': '0.93124998', 'gathered_vlm_yes_ratio_reward_std': '0.10135796', 'gathered_ori_avg_reward_mean': '-0.15123172', 'gathered_ori_avg_reward_std': '0.12665129'} +2026-05-12 23:54:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 23:54:35.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:54:35.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:43.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_0/index_6892_seed_11576_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 23:55:50.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:56:16.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:56:16.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:56:16.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:25.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_0/index_6892_seed_11577_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 23:57:32.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 23:57:59.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:57:59.836 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 23:58:01.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.430 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 22 train_steps 880 {'step': '22/10000', 'learning_rate': '0.00001000', 'loss': '4.878e-08', 'grad_norm': '0.00858715', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.39779663', 'grpo_loop_time': '431.80572510', 'ref_model_time': '124.47207642', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88000309', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.20046331', 'token_credit_video_advantage_mean': '-2.561e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.878e-08', 'kl_loss': '0.00733411', 'kl_moving': '0.00733411', 'kl_stepwise': '-1.922e-08', 'gathered_avg_reward_mean': '-0.20046332', 'gathered_avg_reward_std': '0.17172149', 'gathered_vlm_logprob_reward_mean': '-0.20046331', 'gathered_vlm_logprob_reward_std': '0.17172149', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.20046331', 'gathered_vlm_token_credit_reward_std': '0.17172149', 'gathered_vlm_yes_no_margin_reward_mean': '3.05507803', 'gathered_vlm_yes_no_margin_reward_std': '0.95783341', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.09662266', 'gathered_ori_avg_reward_mean': '-0.20046331', 'gathered_ori_avg_reward_std': '0.17172149'} +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 00:09:19.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:09:19.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:28.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_0/index_4192_seed_17251_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 00:10:32.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:10:58.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:10:58.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:58.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:13.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_0/index_4192_seed_17252_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 00:12:17.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:12:40.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:12:50.485 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 00:12:51.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.334 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 23 train_steps 920 {'step': '23/10000', 'learning_rate': '0.00001000', 'loss': '-2.189e-08', 'grad_norm': '0.00504365', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.36682129', 'grpo_loop_time': '432.87130737', 'ref_model_time': '125.14686584', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86254168', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12939422', 'token_credit_video_advantage_mean': '1.909e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.189e-08', 'kl_loss': '0.00710854', 'kl_moving': '0.00710855', 'kl_stepwise': '-1.986e-08', 'gathered_avg_reward_mean': '-0.12939420', 'gathered_avg_reward_std': '0.10359883', 'gathered_vlm_logprob_reward_mean': '-0.12939420', 'gathered_vlm_logprob_reward_std': '0.10359883', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12939420', 'gathered_vlm_token_credit_reward_std': '0.10359883', 'gathered_vlm_yes_no_margin_reward_mean': '3.31367183', 'gathered_vlm_yes_no_margin_reward_std': '0.70866460', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.12939420', 'gathered_ori_avg_reward_std': '0.10359883'} +2026-05-13 00:24:13.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 00:24:13.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:24:13.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:22.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_0/index_7474_seed_23209_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 00:25:29.808 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:25:54.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:25:54.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:54.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:00.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_0/index_7474_seed_23210_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 00:27:07.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:27:34.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:27:34.594 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:27:34.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 00:27:35.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.866 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:55.996 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 24 train_steps 960 {'step': '24/10000', 'learning_rate': '0.00001000', 'loss': '1.513e-08', 'grad_norm': '0.00559029', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.23504639', 'grpo_loop_time': '434.27270508', 'ref_model_time': '124.76268005', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86484563', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13845907', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.408e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.327e-08', 'kl_loss': '0.00714068', 'kl_moving': '0.00714068', 'kl_stepwise': '-1.925e-08', 'gathered_avg_reward_mean': '-0.13845906', 'gathered_avg_reward_std': '0.12724330', 'gathered_vlm_logprob_reward_mean': '-0.13845906', 'gathered_vlm_logprob_reward_std': '0.12724330', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13845906', 'gathered_vlm_token_credit_reward_std': '0.12724330', 'gathered_vlm_yes_no_margin_reward_mean': '3.29570317', 'gathered_vlm_yes_no_margin_reward_std': '0.85910290', 'gathered_vlm_yes_ratio_reward_mean': '0.94374996', 'gathered_vlm_yes_ratio_reward_std': '0.09662266', 'gathered_ori_avg_reward_mean': '-0.13845906', 'gathered_ori_avg_reward_std': '0.12724330'} +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 00:38:56.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:38:56.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:06.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_0/index_9364_seed_12316_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 00:40:13.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:40:39.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:40:39.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:39.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:41:46.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_0/index_9364_seed_12317_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 00:41:52.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:42:18.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:42:19.923 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 00:42:21.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:39.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:39.869 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 25 train_steps 1000 {'step': '25/10000', 'learning_rate': '0.00001000', 'loss': '-7.357e-08', 'grad_norm': '0.00792387', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.50418091', 'grpo_loop_time': '432.26736450', 'ref_model_time': '124.62138367', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85886174', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08742850', 'token_credit_video_advantage_mean': '4.377e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.435e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.544e-08', 'kl_loss': '0.00741242', 'kl_moving': '0.00741242', 'kl_stepwise': '-1.953e-08', 'gathered_avg_reward_mean': '-0.08742850', 'gathered_avg_reward_std': '0.11948527', 'gathered_vlm_logprob_reward_mean': '-0.08742850', 'gathered_vlm_logprob_reward_std': '0.11948527', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08742850', 'gathered_vlm_token_credit_reward_std': '0.11948527', 'gathered_vlm_yes_no_margin_reward_mean': '3.82226562', 'gathered_vlm_yes_no_margin_reward_std': '0.72605151', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08742850', 'gathered_ori_avg_reward_std': '0.11948527'} +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 00:53:40.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:53:40.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:48.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_0/index_1319_seed_27710_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 00:54:55.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:55:18.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:55:18.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:55:18.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:56:28.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_0/index_1319_seed_27711_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 00:56:34.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 00:57:01.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:57:02.287 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 00:57:03.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.612 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:23.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.782 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 26 train_steps 1040 {'step': '26/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-08', 'grad_norm': '0.00634771', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.87738037', 'grpo_loop_time': '432.10961914', 'ref_model_time': '125.56744385', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86713183', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13445017', 'token_credit_video_advantage_mean': '3.632e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-08', 'kl_loss': '0.00742591', 'kl_moving': '0.00742591', 'kl_stepwise': '-1.955e-08', 'gathered_avg_reward_mean': '-0.13445017', 'gathered_avg_reward_std': '0.12454219', 'gathered_vlm_logprob_reward_mean': '-0.13445017', 'gathered_vlm_logprob_reward_std': '0.12454221', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13445017', 'gathered_vlm_token_credit_reward_std': '0.12454221', 'gathered_vlm_yes_no_margin_reward_mean': '3.32382822', 'gathered_vlm_yes_no_margin_reward_std': '1.09377158', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569568', 'gathered_ori_avg_reward_mean': '-0.13445017', 'gathered_ori_avg_reward_std': '0.12454221'} +2026-05-13 01:08:23.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 01:08:24.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:08:24.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:32.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_0/index_3260_seed_679_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 01:09:39.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:10:05.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:10:05.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:10:05.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:16.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_0/index_3260_seed_680_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 01:11:22.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:11:44.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:11:49.612 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:11:49.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 01:11:50.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.792 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.231 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 27 train_steps 1080 {'step': '27/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-08', 'grad_norm': '0.00622558', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.78387451', 'grpo_loop_time': '434.10070801', 'ref_model_time': '123.21099091', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85467017', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11553959', 'token_credit_video_advantage_mean': '-3.492e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-08', 'kl_loss': '0.00697910', 'kl_moving': '0.00697911', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '-0.11553959', 'gathered_avg_reward_std': '0.12742767', 'gathered_vlm_logprob_reward_mean': '-0.11553960', 'gathered_vlm_logprob_reward_std': '0.12742767', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11553960', 'gathered_vlm_token_credit_reward_std': '0.12742767', 'gathered_vlm_yes_no_margin_reward_mean': '3.46015644', 'gathered_vlm_yes_no_margin_reward_std': '0.83477545', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837548', 'gathered_ori_avg_reward_mean': '-0.11553960', 'gathered_ori_avg_reward_std': '0.12742767'} +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 01:23:09.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:23:09.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:18.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_0/index_2884_seed_11115_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 01:24:27.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:24:51.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:24:51.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:51.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:25:59.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_0/index_2884_seed_11116_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 01:26:05.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:26:33.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:26:33.761 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 01:26:35.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.216 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 28 train_steps 1120 {'step': '28/10000', 'learning_rate': '0.00001000', 'loss': '-4.389e-08', 'grad_norm': '0.01010483', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.20410156', 'grpo_loop_time': '435.31884766', 'ref_model_time': '124.72438049', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88588673', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08818661', 'token_credit_video_advantage_mean': '1.350e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.389e-08', 'kl_loss': '0.00886778', 'kl_moving': '0.00886779', 'kl_stepwise': '-1.962e-08', 'gathered_avg_reward_mean': '-0.08818660', 'gathered_avg_reward_std': '0.07965060', 'gathered_vlm_logprob_reward_mean': '-0.08818661', 'gathered_vlm_logprob_reward_std': '0.07965060', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08818661', 'gathered_vlm_token_credit_reward_std': '0.07965060', 'gathered_vlm_yes_no_margin_reward_mean': '3.54257798', 'gathered_vlm_yes_no_margin_reward_std': '0.83054107', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.08818661', 'gathered_ori_avg_reward_std': '0.07965060'} +2026-05-13 01:37:56.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 01:37:56.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:37:56.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:05.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_0/index_7718_seed_23896_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 01:39:11.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:39:35.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:39:35.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:35.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:40:43.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_0/index_7718_seed_23897_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 01:40:48.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:41:11.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:41:14.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 01:41:15.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.410 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.618 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 29 train_steps 1160 {'step': '29/10000', 'learning_rate': '0.00001000', 'loss': '1.383e-07', 'grad_norm': '0.00572924', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '323.28543091', 'grpo_loop_time': '429.34454346', 'ref_model_time': '122.84854126', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88997233', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10758355', 'token_credit_video_advantage_mean': '-8.312e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.383e-07', 'kl_loss': '0.00736741', 'kl_moving': '0.00736741', 'kl_stepwise': '-1.929e-08', 'gathered_avg_reward_mean': '-0.10758355', 'gathered_avg_reward_std': '0.11122347', 'gathered_vlm_logprob_reward_mean': '-0.10758355', 'gathered_vlm_logprob_reward_std': '0.11122347', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10758355', 'gathered_vlm_token_credit_reward_std': '0.11122347', 'gathered_vlm_yes_no_margin_reward_mean': '3.40781260', 'gathered_vlm_yes_no_margin_reward_std': '0.71162045', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242182', 'gathered_ori_avg_reward_mean': '-0.10758355', 'gathered_ori_avg_reward_std': '0.11122347'} +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 01:52:32.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:52:32.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:42.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_0/index_6763_seed_10134_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 01:53:47.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:54:11.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:54:11.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:54:11.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:21.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_0/index_6763_seed_10135_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 01:55:28.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 01:55:53.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:55:56.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 01:55:57.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:07:16.430 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 30 train_steps 1200 {'step': '30/10000', 'learning_rate': '0.00001000', 'loss': '-7.544e-08', 'grad_norm': '0.00572431', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.21292114', 'grpo_loop_time': '429.86355591', 'ref_model_time': '124.49395752', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88241476', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14499135', 'token_credit_video_advantage_mean': '5.215e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.544e-08', 'kl_loss': '0.00781200', 'kl_moving': '0.00781200', 'kl_stepwise': '-1.924e-08', 'gathered_avg_reward_mean': '-0.14499137', 'gathered_avg_reward_std': '0.14884603', 'gathered_vlm_logprob_reward_mean': '-0.14499137', 'gathered_vlm_logprob_reward_std': '0.14884603', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14499137', 'gathered_vlm_token_credit_reward_std': '0.14884603', 'gathered_vlm_yes_no_margin_reward_mean': '3.33085942', 'gathered_vlm_yes_no_margin_reward_std': '1.01121390', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288799', 'gathered_ori_avg_reward_mean': '-0.14499137', 'gathered_ori_avg_reward_std': '0.14884603'} +2026-05-13 02:08:09.861 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 02:08:12.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:08:12.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:22.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_0/index_8075_seed_1736_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 02:09:26.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:09:50.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:09:50.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:50.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:02.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_0/index_8075_seed_1737_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 02:11:07.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:11:33.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:11:34.702 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 02:11:36.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.153 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 31 train_steps 1240 {'step': '31/10000', 'learning_rate': '0.00001000', 'loss': '9.104e-08', 'grad_norm': '0.00557570', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.71191406', 'grpo_loop_time': '433.61431885', 'ref_model_time': '128.82398987', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87071693', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11473221', 'token_credit_video_advantage_mean': '-3.865e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.407e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.080e-08', 'kl_loss': '0.00694928', 'kl_moving': '0.00694928', 'kl_stepwise': '-1.952e-08', 'gathered_avg_reward_mean': '-0.11473221', 'gathered_avg_reward_std': '0.10283472', 'gathered_vlm_logprob_reward_mean': '-0.11473221', 'gathered_vlm_logprob_reward_std': '0.10283472', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11473221', 'gathered_vlm_token_credit_reward_std': '0.10283472', 'gathered_vlm_yes_no_margin_reward_mean': '3.41562486', 'gathered_vlm_yes_no_margin_reward_std': '0.78565627', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.11473221', 'gathered_ori_avg_reward_std': '0.10283472'} +2026-05-13 02:23:03.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 02:23:03.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:23:03.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:13.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_0/index_9874_seed_23792_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 02:24:21.031 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:24:45.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:24:45.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:45.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:25:56.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_0/index_9874_seed_23793_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 02:26:03.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:26:27.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:26:28.842 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 02:26:30.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:45.857 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 32 train_steps 1280 {'step': '32/10000', 'learning_rate': '0.00001000', 'loss': '-2.474e-08', 'grad_norm': '0.00484589', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.67135620', 'grpo_loop_time': '429.02758789', 'ref_model_time': '126.09571838', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85292441', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13771455', 'token_credit_video_advantage_mean': '1.289e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.474e-08', 'kl_loss': '0.00660949', 'kl_moving': '0.00660949', 'kl_stepwise': '-1.849e-08', 'gathered_avg_reward_mean': '-0.13771455', 'gathered_avg_reward_std': '0.11501545', 'gathered_vlm_logprob_reward_mean': '-0.13771455', 'gathered_vlm_logprob_reward_std': '0.11501546', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13771455', 'gathered_vlm_token_credit_reward_std': '0.11501546', 'gathered_vlm_yes_no_margin_reward_mean': '3.55078125', 'gathered_vlm_yes_no_margin_reward_std': '0.96186030', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.09390611', 'gathered_ori_avg_reward_mean': '-0.13771455', 'gathered_ori_avg_reward_std': '0.11501546'} +2026-05-13 02:37:46.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 02:37:46.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:37:46.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:55.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_0/index_5918_seed_27276_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 02:39:02.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:39:27.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:39:27.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:39:27.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:40:44.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_0/index_5918_seed_27277_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 02:40:52.356 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:41:17.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:41:18.012 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 02:41:19.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.120 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 33 train_steps 1320 {'step': '33/10000', 'learning_rate': '0.00001000', 'loss': '-7.637e-08', 'grad_norm': '0.00497940', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.60906982', 'grpo_loop_time': '425.14718628', 'ref_model_time': '125.62686920', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86335731', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09581819', 'token_credit_video_advantage_mean': '5.309e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.637e-08', 'kl_loss': '0.00687793', 'kl_moving': '0.00687793', 'kl_stepwise': '-1.910e-08', 'gathered_avg_reward_mean': '-0.09581819', 'gathered_avg_reward_std': '0.12738602', 'gathered_vlm_logprob_reward_mean': '-0.09581819', 'gathered_vlm_logprob_reward_std': '0.12738603', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09581819', 'gathered_vlm_token_credit_reward_std': '0.12738603', 'gathered_vlm_yes_no_margin_reward_mean': '3.73828125', 'gathered_vlm_yes_no_margin_reward_std': '0.93111330', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.09921566', 'gathered_ori_avg_reward_mean': '-0.09581819', 'gathered_ori_avg_reward_std': '0.12738603'} +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 02:52:31.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:52:31.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:41.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_0/index_113_seed_5468_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 02:53:47.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:54:13.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:54:13.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:54:13.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:24.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_0/index_113_seed_5469_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 02:55:31.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 02:55:59.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:55:59.729 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 02:56:01.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.192 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 34 train_steps 1360 {'step': '34/10000', 'learning_rate': '0.00001000', 'loss': '-4.144e-08', 'grad_norm': '0.00997541', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.01202393', 'grpo_loop_time': '432.71337891', 'ref_model_time': '127.28270721', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86966193', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12911719', 'token_credit_video_advantage_mean': '2.678e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.398e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.144e-08', 'kl_loss': '0.00806541', 'kl_moving': '0.00806541', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.12911718', 'gathered_avg_reward_std': '0.13960388', 'gathered_vlm_logprob_reward_mean': '-0.12911719', 'gathered_vlm_logprob_reward_std': '0.13960388', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12911719', 'gathered_vlm_token_credit_reward_std': '0.13960388', 'gathered_vlm_yes_no_margin_reward_mean': '3.37031245', 'gathered_vlm_yes_no_margin_reward_std': '0.89721650', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.12911719', 'gathered_ori_avg_reward_std': '0.13960388'} +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 03:07:25.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:07:25.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:35.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_0/index_776_seed_23861_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 03:08:41.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:09:06.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:09:06.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:09:06.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:17.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_0/index_776_seed_23862_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 03:10:22.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:10:48.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:10:54.581 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 03:10:55.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.671 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 35 train_steps 1400 {'step': '35/10000', 'learning_rate': '0.00001000', 'loss': '6.845e-08', 'grad_norm': '0.00505699', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.72122192', 'grpo_loop_time': '431.92376709', 'ref_model_time': '125.47868347', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87195128', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10200941', 'token_credit_video_advantage_mean': '-3.586e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.845e-08', 'kl_loss': '0.00759833', 'kl_moving': '0.00759834', 'kl_stepwise': '-1.970e-08', 'gathered_avg_reward_mean': '-0.10200942', 'gathered_avg_reward_std': '0.08338722', 'gathered_vlm_logprob_reward_mean': '-0.10200942', 'gathered_vlm_logprob_reward_std': '0.08338721', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10200942', 'gathered_vlm_token_credit_reward_std': '0.08338721', 'gathered_vlm_yes_no_margin_reward_mean': '3.48242188', 'gathered_vlm_yes_no_margin_reward_std': '0.79927552', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.10200942', 'gathered_ori_avg_reward_std': '0.08338721'} +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 03:22:20.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:22:21.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:32.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_0/index_5179_seed_11323_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 03:23:39.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:24:04.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:24:04.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:24:04.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:17.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_0/index_5179_seed_11324_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 03:25:24.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:25:51.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:25:51.862 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 03:25:53.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.131 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.036 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 36 train_steps 1440 {'step': '36/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-08', 'grad_norm': '0.00560009', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.48828125', 'grpo_loop_time': '434.05947876', 'ref_model_time': '125.34014130', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87218422', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12493519', 'token_credit_video_advantage_mean': '-1.281e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-08', 'kl_loss': '0.00756683', 'kl_moving': '0.00756684', 'kl_stepwise': '-2.020e-08', 'gathered_avg_reward_mean': '-0.12493519', 'gathered_avg_reward_std': '0.13270004', 'gathered_vlm_logprob_reward_mean': '-0.12493518', 'gathered_vlm_logprob_reward_std': '0.13270006', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12493518', 'gathered_vlm_token_credit_reward_std': '0.13270006', 'gathered_vlm_yes_no_margin_reward_mean': '3.20820308', 'gathered_vlm_yes_no_margin_reward_std': '0.92026931', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180269', 'gathered_ori_avg_reward_mean': '-0.12493518', 'gathered_ori_avg_reward_std': '0.13270006'} +2026-05-13 03:37:17.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 03:37:17.384 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:37:17.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:26.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_0/index_5724_seed_12245_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 03:38:32.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:39:01.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:39:01.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:39:01.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:14.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_0/index_5724_seed_12246_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 03:40:21.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:40:47.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:40:48.759 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 03:40:49.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:08.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.684 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 37 train_steps 1480 {'step': '37/10000', 'learning_rate': '0.00001000', 'loss': '-1.723e-08', 'grad_norm': '0.00637486', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.24932861', 'grpo_loop_time': '433.47570801', 'ref_model_time': '123.59046936', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87201840', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13211805', 'token_credit_video_advantage_mean': '1.723e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.374e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.723e-08', 'kl_loss': '0.00796467', 'kl_moving': '0.00796467', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '-0.13211805', 'gathered_avg_reward_std': '0.16968592', 'gathered_vlm_logprob_reward_mean': '-0.13211805', 'gathered_vlm_logprob_reward_std': '0.16968592', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13211805', 'gathered_vlm_token_credit_reward_std': '0.16968592', 'gathered_vlm_yes_no_margin_reward_mean': '3.76679707', 'gathered_vlm_yes_no_margin_reward_std': '0.91378391', 'gathered_vlm_yes_ratio_reward_mean': '0.93124998', 'gathered_vlm_yes_ratio_reward_std': '0.10135796', 'gathered_ori_avg_reward_mean': '-0.13211805', 'gathered_ori_avg_reward_std': '0.16968592'} +2026-05-13 03:52:08.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 03:52:08.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:52:08.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:17.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_0/index_6980_seed_10946_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 03:53:24.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:53:51.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:53:51.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:51.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:54:59.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_0/index_6980_seed_10947_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 03:55:11.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 03:55:36.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:55:36.979 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 03:55:38.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:03.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.783 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 38 train_steps 1520 {'step': '38/10000', 'learning_rate': '0.00001000', 'loss': '-3.818e-08', 'grad_norm': '0.00545243', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.78906250', 'grpo_loop_time': '433.86569214', 'ref_model_time': '126.35352325', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85982132', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12490714', 'token_credit_video_advantage_mean': '2.678e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.818e-08', 'kl_loss': '0.00804868', 'kl_moving': '0.00804868', 'kl_stepwise': '-1.998e-08', 'gathered_avg_reward_mean': '-0.12490715', 'gathered_avg_reward_std': '0.13384657', 'gathered_vlm_logprob_reward_mean': '-0.12490714', 'gathered_vlm_logprob_reward_std': '0.13384657', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12490714', 'gathered_vlm_token_credit_reward_std': '0.13384657', 'gathered_vlm_yes_no_margin_reward_mean': '3.49804688', 'gathered_vlm_yes_no_margin_reward_std': '0.82439971', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.12490714', 'gathered_ori_avg_reward_std': '0.13384657'} +2026-05-13 04:07:03.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 04:07:04.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:07:04.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:13.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_0/index_691_seed_10955_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 04:08:19.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:08:46.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:08:46.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:46.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:09:56.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_0/index_691_seed_10956_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 04:10:00.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:10:24.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:10:31.048 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 04:10:32.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.105 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 39 train_steps 1560 {'step': '39/10000', 'learning_rate': '0.00001000', 'loss': '1.729e-08', 'grad_norm': '0.00803975', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.57183838', 'grpo_loop_time': '432.83306885', 'ref_model_time': '131.80398560', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87787855', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15250698', 'token_credit_video_advantage_mean': '-1.164e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.509e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.729e-08', 'kl_loss': '0.00784021', 'kl_moving': '0.00784021', 'kl_stepwise': '-2.027e-08', 'gathered_avg_reward_mean': '-0.15250698', 'gathered_avg_reward_std': '0.30629089', 'gathered_vlm_logprob_reward_mean': '-0.15250698', 'gathered_vlm_logprob_reward_std': '0.30629089', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15250698', 'gathered_vlm_token_credit_reward_std': '0.30629089', 'gathered_vlm_yes_no_margin_reward_mean': '3.76874971', 'gathered_vlm_yes_no_margin_reward_std': '1.26888859', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.11035278', 'gathered_ori_avg_reward_mean': '-0.15250698', 'gathered_ori_avg_reward_std': '0.30629089'} +2026-05-13 04:22:01.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 04:22:01.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:22:01.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:09.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_0/index_7124_seed_13630_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 04:23:14.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:23:39.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:23:39.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:39.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:24:51.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_0/index_7124_seed_13631_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 04:24:57.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:25:23.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:25:26.472 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 04:25:27.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:36:45.778 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 40 train_steps 1600 {'step': '40/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-08', 'grad_norm': '0.00939391', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.50143433', 'grpo_loop_time': '429.64926147', 'ref_model_time': '127.07388306', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85749900', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13480312', 'token_credit_video_advantage_mean': '-3.912e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.492e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-08', 'kl_loss': '0.00758753', 'kl_moving': '0.00758753', 'kl_stepwise': '-1.996e-08', 'gathered_avg_reward_mean': '-0.13480312', 'gathered_avg_reward_std': '0.12598538', 'gathered_vlm_logprob_reward_mean': '-0.13480312', 'gathered_vlm_logprob_reward_std': '0.12598537', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13480312', 'gathered_vlm_token_credit_reward_std': '0.12598537', 'gathered_vlm_yes_no_margin_reward_mean': '3.32070327', 'gathered_vlm_yes_no_margin_reward_std': '0.77317768', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.13480312', 'gathered_ori_avg_reward_std': '0.12598537'} +2026-05-13 04:37:40.178 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 04:37:42.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:37:42.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:53.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_0/index_4029_seed_10540_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 04:38:59.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:39:24.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:39:24.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:39:24.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:40:32.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_0/index_4029_seed_10541_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 04:40:39.006 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:41:06.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:41:06.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 04:41:07.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.332 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 41 train_steps 1640 {'step': '41/10000', 'learning_rate': '0.00001000', 'loss': '-9.988e-08', 'grad_norm': '0.00678892', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.57901001', 'grpo_loop_time': '430.69961548', 'ref_model_time': '124.41077423', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86940426', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09321184', 'token_credit_video_advantage_mean': '6.193e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.017e-07', 'kl_loss': '0.00748617', 'kl_moving': '0.00748617', 'kl_stepwise': '-1.868e-08', 'gathered_avg_reward_mean': '-0.09321184', 'gathered_avg_reward_std': '0.13190296', 'gathered_vlm_logprob_reward_mean': '-0.09321184', 'gathered_vlm_logprob_reward_std': '0.13190296', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09321184', 'gathered_vlm_token_credit_reward_std': '0.13190296', 'gathered_vlm_yes_no_margin_reward_mean': '3.74921870', 'gathered_vlm_yes_no_margin_reward_std': '0.85777658', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.09321184', 'gathered_ori_avg_reward_std': '0.13190296'} +2026-05-13 04:52:24.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 04:52:24.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:52:24.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_0/index_278_seed_9871_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 04:53:42.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:54:09.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:54:09.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:54:09.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:18.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_0/index_278_seed_9872_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 04:55:24.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 04:55:48.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:55:48.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 04:55:49.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:09.895 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 42 train_steps 1680 {'step': '42/10000', 'learning_rate': '0.00001000', 'loss': '-1.583e-08', 'grad_norm': '0.00549227', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.77868652', 'grpo_loop_time': '434.18099976', 'ref_model_time': '124.10603333', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88833976', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06967103', 'token_credit_video_advantage_mean': '9.313e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.583e-08', 'kl_loss': '0.00760887', 'kl_moving': '0.00760887', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '-0.06967103', 'gathered_avg_reward_std': '0.08004530', 'gathered_vlm_logprob_reward_mean': '-0.06967103', 'gathered_vlm_logprob_reward_std': '0.08004530', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06967103', 'gathered_vlm_token_credit_reward_std': '0.08004530', 'gathered_vlm_yes_no_margin_reward_mean': '4.06796885', 'gathered_vlm_yes_no_margin_reward_std': '0.57661915', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.06967103', 'gathered_ori_avg_reward_std': '0.08004530'} +2026-05-13 05:07:10.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 05:07:10.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:07:10.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:20.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_0/index_7277_seed_21237_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 05:08:25.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:08:47.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:08:47.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:47.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:09:59.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_0/index_7277_seed_21238_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 05:10:06.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:10:31.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:10:31.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 05:10:32.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.005 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 43 train_steps 1720 {'step': '43/10000', 'learning_rate': '0.00001000', 'loss': '1.471e-07', 'grad_norm': '0.00702448', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.82324219', 'grpo_loop_time': '433.90472412', 'ref_model_time': '131.71969604', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88875651', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08507613', 'token_credit_video_advantage_mean': '-8.941e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.453e-07', 'kl_loss': '0.00777104', 'kl_moving': '0.00777104', 'kl_stepwise': '-1.950e-08', 'gathered_avg_reward_mean': '-0.08507612', 'gathered_avg_reward_std': '0.09206434', 'gathered_vlm_logprob_reward_mean': '-0.08507612', 'gathered_vlm_logprob_reward_std': '0.09206434', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08507612', 'gathered_vlm_token_credit_reward_std': '0.09206434', 'gathered_vlm_yes_no_margin_reward_mean': '3.67265606', 'gathered_vlm_yes_no_margin_reward_std': '1.01976299', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.08507612', 'gathered_ori_avg_reward_std': '0.09206434'} +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 05:22:01.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:22:01.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:09.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_0/index_656_seed_24741_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 05:23:13.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:23:37.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:23:37.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:37.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:24:52.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_0/index_656_seed_24742_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 05:24:56.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:25:23.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:25:24.867 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:25:24.879 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 05:25:26.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:44.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:44.975 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 44 train_steps 1760 {'step': '44/10000', 'learning_rate': '0.00001000', 'loss': '-6.892e-08', 'grad_norm': '0.00689623', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.30847168', 'grpo_loop_time': '429.64382935', 'ref_model_time': '123.49481964', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88258302', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09618388', 'token_credit_video_advantage_mean': '4.517e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.892e-08', 'kl_loss': '0.00712815', 'kl_moving': '0.00712815', 'kl_stepwise': '-1.900e-08', 'gathered_avg_reward_mean': '-0.09618388', 'gathered_avg_reward_std': '0.09189319', 'gathered_vlm_logprob_reward_mean': '-0.09618389', 'gathered_vlm_logprob_reward_std': '0.09189317', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09618389', 'gathered_vlm_token_credit_reward_std': '0.09189317', 'gathered_vlm_yes_no_margin_reward_mean': '3.55468750', 'gathered_vlm_yes_no_margin_reward_std': '0.78167337', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.09618389', 'gathered_ori_avg_reward_std': '0.09189317'} +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 05:36:45.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:36:45.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:55.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_0/index_7316_seed_27300_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 05:38:03.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:38:27.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:38:27.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:38:27.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:39:38.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_0/index_7316_seed_27301_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 05:39:45.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:40:11.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:40:11.402 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 05:40:12.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.460 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 45 train_steps 1800 {'step': '45/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-08', 'grad_norm': '0.00761043', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.30776978', 'grpo_loop_time': '429.61651611', 'ref_model_time': '124.66777039', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85573280', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09450664', 'token_credit_video_advantage_mean': '1.863e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.451e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.235e-08', 'kl_loss': '0.00843133', 'kl_moving': '0.00843133', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '-0.09450664', 'gathered_avg_reward_std': '0.07990365', 'gathered_vlm_logprob_reward_mean': '-0.09450664', 'gathered_vlm_logprob_reward_std': '0.07990365', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09450664', 'gathered_vlm_token_credit_reward_std': '0.07990365', 'gathered_vlm_yes_no_margin_reward_mean': '3.60078096', 'gathered_vlm_yes_no_margin_reward_std': '0.76153839', 'gathered_vlm_yes_ratio_reward_mean': '0.97812504', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.09450664', 'gathered_ori_avg_reward_std': '0.07990365'} +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 05:51:27.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:51:27.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:36.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_0/index_7297_seed_12289_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 05:52:42.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:53:06.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:53:06.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:53:06.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:17.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_0/index_7297_seed_12290_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 05:54:24.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 05:54:51.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:54:51.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:54:51.975 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 05:54:53.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:14.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.766 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 46 train_steps 1840 {'step': '46/10000', 'learning_rate': '0.00001000', 'loss': '-5.309e-08', 'grad_norm': '0.00505690', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.15612793', 'grpo_loop_time': '431.13430786', 'ref_model_time': '125.46986389', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85800189', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09256701', 'token_credit_video_advantage_mean': '3.539e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.495e-08', 'kl_loss': '0.00806117', 'kl_moving': '0.00806117', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '-0.09256701', 'gathered_avg_reward_std': '0.08433193', 'gathered_vlm_logprob_reward_mean': '-0.09256701', 'gathered_vlm_logprob_reward_std': '0.08433193', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09256701', 'gathered_vlm_token_credit_reward_std': '0.08433193', 'gathered_vlm_yes_no_margin_reward_mean': '3.48476553', 'gathered_vlm_yes_no_margin_reward_std': '0.75143886', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.06427176', 'gathered_ori_avg_reward_mean': '-0.09256701', 'gathered_ori_avg_reward_std': '0.08433193'} +2026-05-13 06:06:14.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 06:06:15.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:06:15.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:23.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_0/index_5451_seed_5374_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 06:07:29.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:07:57.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:07:57.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:57.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:09.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_0/index_5451_seed_5375_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 06:09:14.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:09:39.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:09:42.591 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:09:42.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 06:09:44.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.503 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 47 train_steps 1880 {'step': '47/10000', 'learning_rate': '0.00001000', 'loss': '-4.750e-08', 'grad_norm': '0.00612838', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.12310791', 'grpo_loop_time': '433.21414185', 'ref_model_time': '122.27584076', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86475116', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09329945', 'token_credit_video_advantage_mean': '2.142e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.750e-08', 'kl_loss': '0.00769484', 'kl_moving': '0.00769484', 'kl_stepwise': '-1.904e-08', 'gathered_avg_reward_mean': '-0.09329945', 'gathered_avg_reward_std': '0.09472219', 'gathered_vlm_logprob_reward_mean': '-0.09329945', 'gathered_vlm_logprob_reward_std': '0.09472219', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09329945', 'gathered_vlm_token_credit_reward_std': '0.09472219', 'gathered_vlm_yes_no_margin_reward_mean': '3.54648447', 'gathered_vlm_yes_no_margin_reward_std': '0.79821420', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806248', 'gathered_ori_avg_reward_mean': '-0.09329945', 'gathered_ori_avg_reward_std': '0.09472219'} +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 06:21:04.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:21:04.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:12.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_0/index_841_seed_31574_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 06:22:19.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:22:43.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:22:43.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:43.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:23:53.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_0/index_841_seed_31575_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 06:23:59.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:24:23.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:24:26.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:24:26.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 06:24:27.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.631 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.406 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 48 train_steps 1920 {'step': '48/10000', 'learning_rate': '0.00001000', 'loss': '6.333e-08', 'grad_norm': '0.00971096', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.26235962', 'grpo_loop_time': '430.96817017', 'ref_model_time': '123.85454559', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86049247', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07349415', 'token_credit_video_advantage_mean': '-3.818e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.396e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.333e-08', 'kl_loss': '0.00781028', 'kl_moving': '0.00781028', 'kl_stepwise': '-1.906e-08', 'gathered_avg_reward_mean': '-0.07349415', 'gathered_avg_reward_std': '0.07546828', 'gathered_vlm_logprob_reward_mean': '-0.07349415', 'gathered_vlm_logprob_reward_std': '0.07546828', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07349415', 'gathered_vlm_token_credit_reward_std': '0.07546828', 'gathered_vlm_yes_no_margin_reward_mean': '3.77929688', 'gathered_vlm_yes_no_margin_reward_std': '1.03067756', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.07349415', 'gathered_ori_avg_reward_std': '0.07546828'} +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 06:35:45.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:35:45.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:54.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_0/index_2883_seed_31728_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 06:37:01.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:37:24.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:37:24.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:37:24.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:38:34.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_0/index_2883_seed_31729_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 06:38:40.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:39:04.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:39:07.221 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 06:39:08.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:32.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.144 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 49 train_steps 1960 {'step': '49/10000', 'learning_rate': '0.00001000', 'loss': '2.421e-08', 'grad_norm': '0.00681057', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.46554565', 'grpo_loop_time': '433.90130615', 'ref_model_time': '126.35225677', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88694453', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11488256', 'token_credit_video_advantage_mean': '-2.072e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.531e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.421e-08', 'kl_loss': '0.00870384', 'kl_moving': '0.00870384', 'kl_stepwise': '-2.023e-08', 'gathered_avg_reward_mean': '-0.11488257', 'gathered_avg_reward_std': '0.12872444', 'gathered_vlm_logprob_reward_mean': '-0.11488257', 'gathered_vlm_logprob_reward_std': '0.12872446', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11488257', 'gathered_vlm_token_credit_reward_std': '0.12872446', 'gathered_vlm_yes_no_margin_reward_mean': '3.37226558', 'gathered_vlm_yes_no_margin_reward_std': '0.84835678', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076780', 'gathered_ori_avg_reward_mean': '-0.11488257', 'gathered_ori_avg_reward_std': '0.12872446'} +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 06:50:33.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:50:33.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:43.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_0/index_9953_seed_18575_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 06:51:49.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:52:13.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:52:13.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:52:13.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:53:25.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_0/index_9953_seed_18576_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 06:53:33.125 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 06:53:59.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:54:00.247 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 06:54:01.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.962 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:05:26.847 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 50 train_steps 2000 {'step': '50/10000', 'learning_rate': '0.00001000', 'loss': '9.127e-08', 'grad_norm': '0.00575120', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.62673950', 'grpo_loop_time': '433.43164062', 'ref_model_time': '125.41111755', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85529953', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16002400', 'token_credit_video_advantage_mean': '-5.402e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.390e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.127e-08', 'kl_loss': '0.00873250', 'kl_moving': '0.00873250', 'kl_stepwise': '-1.879e-08', 'gathered_avg_reward_mean': '-0.16002400', 'gathered_avg_reward_std': '0.19914241', 'gathered_vlm_logprob_reward_mean': '-0.16002402', 'gathered_vlm_logprob_reward_std': '0.19914241', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16002402', 'gathered_vlm_token_credit_reward_std': '0.19914241', 'gathered_vlm_yes_no_margin_reward_mean': '3.35859346', 'gathered_vlm_yes_no_margin_reward_std': '0.89387256', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180269', 'gathered_ori_avg_reward_mean': '-0.16002402', 'gathered_ori_avg_reward_std': '0.19914241'} +2026-05-13 07:06:19.768 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 07:06:23.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:06:23.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:37.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_0/index_8040_seed_7961_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 07:07:44.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:08:11.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:08:11.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:08:11.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:22.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_0/index_8040_seed_7962_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 07:09:28.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:09:54.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:09:54.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 07:09:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:21.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:21.829 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 51 train_steps 2040 {'step': '51/10000', 'learning_rate': '0.00001000', 'loss': '8.126e-08', 'grad_norm': '0.00682502', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.68380737', 'grpo_loop_time': '433.99560547', 'ref_model_time': '128.05725098', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87805647', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13760754', 'token_credit_video_advantage_mean': '-4.709e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.126e-08', 'kl_loss': '0.00824368', 'kl_moving': '0.00824369', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '-0.13760753', 'gathered_avg_reward_std': '0.12582983', 'gathered_vlm_logprob_reward_mean': '-0.13760754', 'gathered_vlm_logprob_reward_std': '0.12582983', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13760754', 'gathered_vlm_token_credit_reward_std': '0.12582983', 'gathered_vlm_yes_no_margin_reward_mean': '3.49374986', 'gathered_vlm_yes_no_margin_reward_std': '1.03798938', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.08660254', 'gathered_ori_avg_reward_mean': '-0.13760754', 'gathered_ori_avg_reward_std': '0.12582983'} +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 07:21:22.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:21:22.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:31.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_0/index_7704_seed_32713_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 07:22:36.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:23:01.457 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:23:01.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:23:01.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:12.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_0/index_7704_seed_32714_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 07:24:17.375 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:24:44.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:24:47.020 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:24:47.047 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 07:24:48.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.331 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 52 train_steps 2080 {'step': '52/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00723260', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.34960938', 'grpo_loop_time': '434.24545288', 'ref_model_time': '123.97238922', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88397282', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14009534', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.327e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-09', 'kl_loss': '0.00714981', 'kl_moving': '0.00714981', 'kl_stepwise': '-1.859e-08', 'gathered_avg_reward_mean': '-0.14009532', 'gathered_avg_reward_std': '0.13563134', 'gathered_vlm_logprob_reward_mean': '-0.14009532', 'gathered_vlm_logprob_reward_std': '0.13563134', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14009532', 'gathered_vlm_token_credit_reward_std': '0.13563134', 'gathered_vlm_yes_no_margin_reward_mean': '3.13906264', 'gathered_vlm_yes_no_margin_reward_std': '0.74111772', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288799', 'gathered_ori_avg_reward_mean': '-0.14009532', 'gathered_ori_avg_reward_std': '0.13563134'} +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 07:36:08.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:36:08.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:18.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_0/index_5842_seed_17139_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 07:37:22.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:37:48.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:37:48.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:48.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:38:59.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_0/index_5842_seed_17140_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 07:39:07.025 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:39:32.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:39:32.010 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:39:32.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 07:39:33.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.277 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 53 train_steps 2120 {'step': '53/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-08', 'grad_norm': '0.00804821', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.65124512', 'grpo_loop_time': '431.62707520', 'ref_model_time': '125.63740540', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85497308', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11846333', 'token_credit_video_advantage_mean': '2.561e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.483e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-08', 'kl_loss': '0.00720070', 'kl_moving': '0.00720070', 'kl_stepwise': '-1.948e-08', 'gathered_avg_reward_mean': '-0.11846334', 'gathered_avg_reward_std': '0.11261737', 'gathered_vlm_logprob_reward_mean': '-0.11846334', 'gathered_vlm_logprob_reward_std': '0.11261736', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11846334', 'gathered_vlm_token_credit_reward_std': '0.11261736', 'gathered_vlm_yes_no_margin_reward_mean': '3.48281264', 'gathered_vlm_yes_no_margin_reward_std': '0.94217461', 'gathered_vlm_yes_ratio_reward_mean': '0.95937496', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.11846334', 'gathered_ori_avg_reward_std': '0.11261736'} +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 07:50:52.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:50:52.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:52:01.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_0/index_608_seed_28453_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 07:52:10.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:52:37.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:52:37.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:52:37.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:53:45.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_0/index_608_seed_28454_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 07:53:52.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 07:54:21.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:54:21.101 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 07:54:22.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.046 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:41.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.719 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 54 train_steps 2160 {'step': '54/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-07', 'grad_norm': '0.00610953', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.14303589', 'grpo_loop_time': '431.90307617', 'ref_model_time': '126.23831177', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89515775', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15547779', 'token_credit_video_advantage_mean': '-6.636e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.486e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-07', 'kl_loss': '0.00782445', 'kl_moving': '0.00782445', 'kl_stepwise': '-1.980e-08', 'gathered_avg_reward_mean': '-0.15547779', 'gathered_avg_reward_std': '0.15685062', 'gathered_vlm_logprob_reward_mean': '-0.15547778', 'gathered_vlm_logprob_reward_std': '0.15685062', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15547778', 'gathered_vlm_token_credit_reward_std': '0.15685062', 'gathered_vlm_yes_no_margin_reward_mean': '3.10937500', 'gathered_vlm_yes_no_margin_reward_std': '0.95256138', 'gathered_vlm_yes_ratio_reward_mean': '0.92812496', 'gathered_vlm_yes_ratio_reward_std': '0.12433416', 'gathered_ori_avg_reward_mean': '-0.15547778', 'gathered_ori_avg_reward_std': '0.15685062'} +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 08:05:41.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:05:42.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:50.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_0/index_731_seed_19095_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 08:06:57.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:07:20.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:07:20.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:07:20.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:08:29.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_0/index_731_seed_19096_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 08:08:36.817 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:09:02.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:09:02.365 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 08:09:03.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.040 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 55 train_steps 2200 {'step': '55/10000', 'learning_rate': '0.00001000', 'loss': '2.887e-08', 'grad_norm': '0.00687795', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '327.93661499', 'grpo_loop_time': '431.81109619', 'ref_model_time': '124.98646545', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83372581', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11564812', 'token_credit_video_advantage_mean': '-3.260e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.366e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.887e-08', 'kl_loss': '0.00886596', 'kl_moving': '0.00886596', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '-0.11564811', 'gathered_avg_reward_std': '0.12742195', 'gathered_vlm_logprob_reward_mean': '-0.11564811', 'gathered_vlm_logprob_reward_std': '0.12742195', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11564811', 'gathered_vlm_token_credit_reward_std': '0.12742195', 'gathered_vlm_yes_no_margin_reward_mean': '3.45117188', 'gathered_vlm_yes_no_margin_reward_std': '0.94795650', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.10288798', 'gathered_ori_avg_reward_mean': '-0.11564811', 'gathered_ori_avg_reward_std': '0.12742195'} +2026-05-13 08:20:24.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 08:20:24.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:20:24.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:33.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_0/index_4724_seed_8573_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 08:21:38.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:22:04.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:22:04.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:22:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:14.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_0/index_4724_seed_8574_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 08:23:21.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:23:44.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:23:44.685 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:23:44.705 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 08:23:45.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.432 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 56 train_steps 2240 {'step': '56/10000', 'learning_rate': '0.00001000', 'loss': '5.960e-08', 'grad_norm': '0.00632782', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '326.73010254', 'grpo_loop_time': '434.18847656', 'ref_model_time': '124.07054138', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87804353', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.18861927', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.384e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.960e-08', 'kl_loss': '0.00835073', 'kl_moving': '0.00835073', 'kl_stepwise': '-1.905e-08', 'gathered_avg_reward_mean': '-0.18861927', 'gathered_avg_reward_std': '0.22510545', 'gathered_vlm_logprob_reward_mean': '-0.18861926', 'gathered_vlm_logprob_reward_std': '0.22510545', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.18861926', 'gathered_vlm_token_credit_reward_std': '0.22510545', 'gathered_vlm_yes_no_margin_reward_mean': '3.31132793', 'gathered_vlm_yes_no_margin_reward_std': '1.14489293', 'gathered_vlm_yes_ratio_reward_mean': '0.92499995', 'gathered_vlm_yes_ratio_reward_std': '0.11456438', 'gathered_ori_avg_reward_mean': '-0.18861926', 'gathered_ori_avg_reward_std': '0.22510545'} +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 08:35:06.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:35:06.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_0/index_8869_seed_19024_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 08:36:22.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:36:47.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:36:47.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:47.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:37:58.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_0/index_8869_seed_19025_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 08:38:03.855 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:38:30.098 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:38:31.070 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:38:31.096 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 08:38:32.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.692 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 57 train_steps 2280 {'step': '57/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00699247', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.40615845', 'grpo_loop_time': '436.74627686', 'ref_model_time': '128.93487549', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86552286', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10077254', 'token_credit_video_advantage_mean': '1.583e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00850999', 'kl_moving': '0.00850999', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '-0.10077254', 'gathered_avg_reward_std': '0.12019815', 'gathered_vlm_logprob_reward_mean': '-0.10077254', 'gathered_vlm_logprob_reward_std': '0.12019815', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10077254', 'gathered_vlm_token_credit_reward_std': '0.12019815', 'gathered_vlm_yes_no_margin_reward_mean': '3.82773447', 'gathered_vlm_yes_no_margin_reward_std': '0.88955659', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08992184', 'gathered_ori_avg_reward_mean': '-0.10077254', 'gathered_ori_avg_reward_std': '0.12019815'} +2026-05-13 08:49:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 08:49:59.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:49:59.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:09.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_0/index_7324_seed_9609_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 08:51:13.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:51:36.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:51:36.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:36.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:52:49.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_0/index_7324_seed_9610_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 08:52:57.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 08:53:24.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:53:24.892 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:53:24.918 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 08:53:26.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.330 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 58 train_steps 2320 {'step': '58/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.01084345', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.96694946', 'grpo_loop_time': '431.63809204', 'ref_model_time': '125.63448334', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87141520', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07729320', 'token_credit_video_advantage_mean': '2.142e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.00686221', 'kl_moving': '0.00686222', 'kl_stepwise': '-1.888e-08', 'gathered_avg_reward_mean': '-0.07729319', 'gathered_avg_reward_std': '0.08072399', 'gathered_vlm_logprob_reward_mean': '-0.07729319', 'gathered_vlm_logprob_reward_std': '0.08072400', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07729319', 'gathered_vlm_token_credit_reward_std': '0.08072400', 'gathered_vlm_yes_no_margin_reward_mean': '3.61132812', 'gathered_vlm_yes_no_margin_reward_std': '0.81223476', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952686', 'gathered_ori_avg_reward_mean': '-0.07729319', 'gathered_ori_avg_reward_std': '0.08072400'} +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 09:04:47.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:04:47.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:56.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_0/index_4989_seed_16546_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 09:06:03.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:06:27.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:06:27.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:06:27.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:07:39.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_0/index_4989_seed_16547_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 09:07:47.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:08:12.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:08:12.722 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:08:12.735 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 09:08:14.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.330 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 59 train_steps 2360 {'step': '59/10000', 'learning_rate': '0.00001000', 'loss': '-2.449e-07', 'grad_norm': '0.01026317', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.35763550', 'grpo_loop_time': '432.02984619', 'ref_model_time': '123.97745514', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86142182', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11024260', 'token_credit_video_advantage_mean': '1.513e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.405e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.449e-07', 'kl_loss': '0.00877582', 'kl_moving': '0.00877582', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '-0.11024261', 'gathered_avg_reward_std': '0.14095303', 'gathered_vlm_logprob_reward_mean': '-0.11024260', 'gathered_vlm_logprob_reward_std': '0.14095302', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11024260', 'gathered_vlm_token_credit_reward_std': '0.14095302', 'gathered_vlm_yes_no_margin_reward_mean': '3.50273442', 'gathered_vlm_yes_no_margin_reward_std': '1.04071534', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.07173900', 'gathered_ori_avg_reward_mean': '-0.11024260', 'gathered_ori_avg_reward_std': '0.14095302'} +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 09:19:31.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:19:31.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:42.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_0/index_4108_seed_23778_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 09:20:47.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:21:13.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:21:13.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:21:13.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:22:25.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_0/index_4108_seed_23779_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 09:22:29.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:22:56.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:23:00.239 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 09:23:01.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:34:20.470 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 60 train_steps 2400 {'step': '60/10000', 'learning_rate': '0.00001000', 'loss': '4.750e-08', 'grad_norm': '0.00558942', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.48596191', 'grpo_loop_time': '433.67861938', 'ref_model_time': '123.39840698', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86460888', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11175190', 'token_credit_video_advantage_mean': '-2.887e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.504e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.377e-08', 'kl_loss': '0.00882646', 'kl_moving': '0.00882646', 'kl_stepwise': '-1.993e-08', 'gathered_avg_reward_mean': '-0.11175189', 'gathered_avg_reward_std': '0.13441615', 'gathered_vlm_logprob_reward_mean': '-0.11175189', 'gathered_vlm_logprob_reward_std': '0.13441615', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11175189', 'gathered_vlm_token_credit_reward_std': '0.13441615', 'gathered_vlm_yes_no_margin_reward_mean': '3.57773447', 'gathered_vlm_yes_no_margin_reward_std': '1.05523360', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.11175189', 'gathered_ori_avg_reward_std': '0.13441615'} +2026-05-13 09:35:11.322 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 09:35:14.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:35:14.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:27.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_0/index_7288_seed_20155_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 09:36:33.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:37:02.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:37:02.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:37:02.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:12.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_0/index_7288_seed_20156_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 09:38:18.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:38:41.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:38:46.979 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 09:38:48.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.705 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 61 train_steps 2440 {'step': '61/10000', 'learning_rate': '0.00001000', 'loss': '1.257e-07', 'grad_norm': '0.00816264', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.18658447', 'grpo_loop_time': '434.06100464', 'ref_model_time': '125.54400635', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85966367', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12945020', 'token_credit_video_advantage_mean': '-7.055e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.257e-07', 'kl_loss': '0.00855490', 'kl_moving': '0.00855490', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '-0.12945017', 'gathered_avg_reward_std': '0.16413362', 'gathered_vlm_logprob_reward_mean': '-0.12945019', 'gathered_vlm_logprob_reward_std': '0.16413364', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12945019', 'gathered_vlm_token_credit_reward_std': '0.16413364', 'gathered_vlm_yes_no_margin_reward_mean': '3.61875010', 'gathered_vlm_yes_no_margin_reward_std': '1.03584206', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288797', 'gathered_ori_avg_reward_mean': '-0.12945019', 'gathered_ori_avg_reward_std': '0.16413364'} +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 09:50:10.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:50:10.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:20.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_0/index_7919_seed_4851_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 09:51:24.698 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:51:51.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:51:51.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:51.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:00.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_0/index_7919_seed_4852_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 09:53:08.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 09:53:35.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:53:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 09:53:36.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:02.901 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 62 train_steps 2480 {'step': '62/10000', 'learning_rate': '0.00001000', 'loss': '1.043e-07', 'grad_norm': '0.00715135', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.35140991', 'grpo_loop_time': '434.85498047', 'ref_model_time': '127.33358002', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85435081', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12074571', 'token_credit_video_advantage_mean': '-4.657e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.484e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.006e-07', 'kl_loss': '0.00789297', 'kl_moving': '0.00789297', 'kl_stepwise': '-1.915e-08', 'gathered_avg_reward_mean': '-0.12074570', 'gathered_avg_reward_std': '0.14381613', 'gathered_vlm_logprob_reward_mean': '-0.12074571', 'gathered_vlm_logprob_reward_std': '0.14381613', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12074571', 'gathered_vlm_token_credit_reward_std': '0.14381613', 'gathered_vlm_yes_no_margin_reward_mean': '3.39960933', 'gathered_vlm_yes_no_margin_reward_std': '0.90789175', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.11439378', 'gathered_ori_avg_reward_mean': '-0.12074571', 'gathered_ori_avg_reward_std': '0.14381613'} +2026-05-13 10:05:03.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 10:05:03.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:05:03.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:13.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_0/index_2641_seed_15967_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 10:06:20.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:06:45.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:06:45.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:45.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:07:58.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_0/index_2641_seed_15968_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 10:08:03.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:08:28.166 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:08:30.842 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:08:30.858 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 10:08:32.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.863 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.400 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 63 train_steps 2520 {'step': '63/10000', 'learning_rate': '0.00001000', 'loss': '-3.353e-08', 'grad_norm': '0.00656721', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.21267700', 'grpo_loop_time': '430.61474609', 'ref_model_time': '125.27574158', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84081393', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12686007', 'token_credit_video_advantage_mean': '3.166e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.353e-08', 'kl_loss': '0.00764319', 'kl_moving': '0.00764319', 'kl_stepwise': '-1.897e-08', 'gathered_avg_reward_mean': '-0.12686007', 'gathered_avg_reward_std': '0.13690087', 'gathered_vlm_logprob_reward_mean': '-0.12686008', 'gathered_vlm_logprob_reward_std': '0.13690087', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12686008', 'gathered_vlm_token_credit_reward_std': '0.13690087', 'gathered_vlm_yes_no_margin_reward_mean': '3.24726558', 'gathered_vlm_yes_no_margin_reward_std': '1.10263455', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569569', 'gathered_ori_avg_reward_mean': '-0.12686008', 'gathered_ori_avg_reward_std': '0.13690087'} +2026-05-13 10:19:49.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 10:19:49.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:19:49.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:59.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_0/index_2475_seed_8902_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 10:21:06.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:21:33.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:21:33.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:21:33.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:22:45.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_0/index_2475_seed_8903_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 10:22:50.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:23:15.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:23:15.691 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 10:23:17.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.419 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.139 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 64 train_steps 2560 {'step': '64/10000', 'learning_rate': '0.00001000', 'loss': '-8.308e-08', 'grad_norm': '0.00675122', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.03073120', 'grpo_loop_time': '431.70474243', 'ref_model_time': '124.54598999', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88545531', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14081554', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.308e-08', 'kl_loss': '0.00805111', 'kl_moving': '0.00805111', 'kl_stepwise': '-2.004e-08', 'gathered_avg_reward_mean': '-0.14081554', 'gathered_avg_reward_std': '0.11834382', 'gathered_vlm_logprob_reward_mean': '-0.14081554', 'gathered_vlm_logprob_reward_std': '0.11834382', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14081554', 'gathered_vlm_token_credit_reward_std': '0.11834382', 'gathered_vlm_yes_no_margin_reward_mean': '3.30273438', 'gathered_vlm_yes_no_margin_reward_std': '0.78021330', 'gathered_vlm_yes_ratio_reward_mean': '0.94062501', 'gathered_vlm_yes_ratio_reward_std': '0.10416146', 'gathered_ori_avg_reward_mean': '-0.14081554', 'gathered_ori_avg_reward_std': '0.11834382'} +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 10:34:38.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:34:38.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:47.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_0/index_5671_seed_5319_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 10:35:51.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:36:15.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:36:15.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:36:15.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:37:30.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_0/index_5671_seed_5320_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 10:37:38.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:38:04.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:38:04.037 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 10:38:05.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.633 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:26.410 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.302 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 65 train_steps 2600 {'step': '65/10000', 'learning_rate': '0.00001000', 'loss': '4.936e-08', 'grad_norm': '0.00725744', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.25427246', 'grpo_loop_time': '430.63073730', 'ref_model_time': '128.00845337', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88554698', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10950652', 'token_credit_video_advantage_mean': '-2.142e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.936e-08', 'kl_loss': '0.00704043', 'kl_moving': '0.00704044', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.10950651', 'gathered_avg_reward_std': '0.11307682', 'gathered_vlm_logprob_reward_mean': '-0.10950652', 'gathered_vlm_logprob_reward_std': '0.11307682', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10950652', 'gathered_vlm_token_credit_reward_std': '0.11307682', 'gathered_vlm_yes_no_margin_reward_mean': '3.57109380', 'gathered_vlm_yes_no_margin_reward_std': '0.85037011', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.10950652', 'gathered_ori_avg_reward_std': '0.11307682'} +2026-05-13 10:49:27.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 10:49:27.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:49:27.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:38.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_0/index_9828_seed_19026_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 10:50:45.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:51:11.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:51:11.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:51:11.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:21.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_0/index_9828_seed_19027_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 10:52:26.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 10:52:52.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:52:52.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 10:52:54.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.596 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 66 train_steps 2640 {'step': '66/10000', 'learning_rate': '0.00001000', 'loss': '-3.073e-08', 'grad_norm': '0.00945520', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.35665894', 'grpo_loop_time': '432.80050659', 'ref_model_time': '123.60789490', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85280287', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06569222', 'token_credit_video_advantage_mean': '2.235e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.073e-08', 'kl_loss': '0.00755282', 'kl_moving': '0.00755282', 'kl_stepwise': '-1.947e-08', 'gathered_avg_reward_mean': '-0.06569222', 'gathered_avg_reward_std': '0.04382090', 'gathered_vlm_logprob_reward_mean': '-0.06569222', 'gathered_vlm_logprob_reward_std': '0.04382090', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06569222', 'gathered_vlm_token_credit_reward_std': '0.04382090', 'gathered_vlm_yes_no_margin_reward_mean': '3.68750000', 'gathered_vlm_yes_no_margin_reward_std': '0.64172918', 'gathered_vlm_yes_ratio_reward_mean': '0.99687499', 'gathered_vlm_yes_ratio_reward_std': '0.02480392', 'gathered_ori_avg_reward_mean': '-0.06569222', 'gathered_ori_avg_reward_std': '0.04382090'} +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 11:04:14.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:04:14.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:14.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:24.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_0/index_8959_seed_28930_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 11:05:31.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:06:00.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:06:00.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:06:00.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:10.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_0/index_8959_seed_28931_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 11:07:17.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:07:42.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:07:43.482 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:07:43.505 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 11:07:44.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.429 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 67 train_steps 2680 {'step': '67/10000', 'learning_rate': '0.00001000', 'loss': '-1.558e-07', 'grad_norm': '0.00641299', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.98983765', 'grpo_loop_time': '430.42153931', 'ref_model_time': '125.00138855', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89114672', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14013094', 'token_credit_video_advantage_mean': '9.174e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.481e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.595e-07', 'kl_loss': '0.00770272', 'kl_moving': '0.00770272', 'kl_stepwise': '-1.906e-08', 'gathered_avg_reward_mean': '-0.14013094', 'gathered_avg_reward_std': '0.20111604', 'gathered_vlm_logprob_reward_mean': '-0.14013094', 'gathered_vlm_logprob_reward_std': '0.20111606', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14013094', 'gathered_vlm_token_credit_reward_std': '0.20111606', 'gathered_vlm_yes_no_margin_reward_mean': '3.43710947', 'gathered_vlm_yes_no_margin_reward_std': '0.96698421', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08992184', 'gathered_ori_avg_reward_mean': '-0.14013094', 'gathered_ori_avg_reward_std': '0.20111606'} +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 11:19:03.765 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:19:03.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:12.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_0/index_4889_seed_4284_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 11:20:19.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:20:45.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:20:45.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:45.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:21:55.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_0/index_4889_seed_4285_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 11:22:03.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:22:28.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:22:28.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 11:22:29.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.103 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 68 train_steps 2720 {'step': '68/10000', 'learning_rate': '0.00001000', 'loss': '4.936e-08', 'grad_norm': '0.01376573', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.31475830', 'grpo_loop_time': '431.89227295', 'ref_model_time': '128.01562500', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89353442', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10498700', 'token_credit_video_advantage_mean': '-3.073e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.388e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.936e-08', 'kl_loss': '0.00839375', 'kl_moving': '0.00839376', 'kl_stepwise': '-1.921e-08', 'gathered_avg_reward_mean': '-0.10498700', 'gathered_avg_reward_std': '0.08578804', 'gathered_vlm_logprob_reward_mean': '-0.10498700', 'gathered_vlm_logprob_reward_std': '0.08578804', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10498700', 'gathered_vlm_token_credit_reward_std': '0.08578804', 'gathered_vlm_yes_no_margin_reward_mean': '3.57617188', 'gathered_vlm_yes_no_margin_reward_std': '0.79500920', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.08472150', 'gathered_ori_avg_reward_mean': '-0.10498700', 'gathered_ori_avg_reward_std': '0.08578804'} +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 11:33:53.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:33:53.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:04.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_0/index_1455_seed_8802_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 11:35:10.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:35:35.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:35:35.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:35.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:36:47.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_0/index_1455_seed_8803_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 11:36:54.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:37:20.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:37:20.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 11:37:22.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.56s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:45.901 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 69 train_steps 2760 {'step': '69/10000', 'learning_rate': '0.00001000', 'loss': '-4.098e-08', 'grad_norm': '0.00641399', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.42285156', 'grpo_loop_time': '433.55715942', 'ref_model_time': '123.56498718', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87213856', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15451221', 'token_credit_video_advantage_mean': '2.095e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.098e-08', 'kl_loss': '0.00790988', 'kl_moving': '0.00790989', 'kl_stepwise': '-1.908e-08', 'gathered_avg_reward_mean': '-0.15451220', 'gathered_avg_reward_std': '0.17126714', 'gathered_vlm_logprob_reward_mean': '-0.15451220', 'gathered_vlm_logprob_reward_std': '0.17126714', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15451220', 'gathered_vlm_token_credit_reward_std': '0.17126714', 'gathered_vlm_yes_no_margin_reward_mean': '3.30664062', 'gathered_vlm_yes_no_margin_reward_std': '0.90366268', 'gathered_vlm_yes_ratio_reward_mean': '0.94687504', 'gathered_vlm_yes_ratio_reward_std': '0.08833309', 'gathered_ori_avg_reward_mean': '-0.15451220', 'gathered_ori_avg_reward_std': '0.17126714'} +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 11:48:46.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:48:46.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:56.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_0/index_3653_seed_9722_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 11:50:02.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:50:26.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:50:26.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:50:26.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:51:37.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_0/index_3653_seed_9723_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 11:51:41.947 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 11:52:08.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:52:08.664 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 11:52:09.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:03:29.485 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 70 train_steps 2800 {'step': '70/10000', 'learning_rate': '0.00001000', 'loss': '-2.736e-08', 'grad_norm': '0.00620161', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.78982544', 'grpo_loop_time': '430.12329102', 'ref_model_time': '125.16907501', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.92613804', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13501669', 'token_credit_video_advantage_mean': '2.910e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.736e-08', 'kl_loss': '0.00784266', 'kl_moving': '0.00784266', 'kl_stepwise': '-1.973e-08', 'gathered_avg_reward_mean': '-0.13501671', 'gathered_avg_reward_std': '0.13518813', 'gathered_vlm_logprob_reward_mean': '-0.13501669', 'gathered_vlm_logprob_reward_std': '0.13518813', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13501669', 'gathered_vlm_token_credit_reward_std': '0.13518813', 'gathered_vlm_yes_no_margin_reward_mean': '3.50742197', 'gathered_vlm_yes_no_margin_reward_std': '0.87183219', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.08472151', 'gathered_ori_avg_reward_mean': '-0.13501669', 'gathered_ori_avg_reward_std': '0.13518813'} +2026-05-13 12:04:27.848 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 12:04:30.048 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:04:30.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:43.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_0/index_5473_seed_18408_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 12:05:47.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:06:12.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:06:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:06:12.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:25.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_0/index_5473_seed_18409_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 12:07:29.500 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:07:58.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:07:58.924 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 12:08:00.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.618 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 71 train_steps 2840 {'step': '71/10000', 'learning_rate': '0.00001000', 'loss': '-6.054e-08', 'grad_norm': '0.00914023', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.81311035', 'grpo_loop_time': '434.22711182', 'ref_model_time': '124.46701050', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88782382', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10893346', 'token_credit_video_advantage_mean': '3.818e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.054e-08', 'kl_loss': '0.00782639', 'kl_moving': '0.00782639', 'kl_stepwise': '-2.019e-08', 'gathered_avg_reward_mean': '-0.10893346', 'gathered_avg_reward_std': '0.08740934', 'gathered_vlm_logprob_reward_mean': '-0.10893346', 'gathered_vlm_logprob_reward_std': '0.08740934', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10893346', 'gathered_vlm_token_credit_reward_std': '0.08740934', 'gathered_vlm_yes_no_margin_reward_mean': '3.39101553', 'gathered_vlm_yes_no_margin_reward_std': '0.66724956', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.06817944', 'gathered_ori_avg_reward_mean': '-0.10893346', 'gathered_ori_avg_reward_std': '0.08740934'} +2026-05-13 12:19:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 12:19:22.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:19:22.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:32.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_0/index_5902_seed_4454_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 12:20:39.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:21:06.278 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:21:06.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:21:06.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:14.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_0/index_5902_seed_4455_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 12:22:20.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:22:45.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:22:49.186 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 12:22:50.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:11.955 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 72 train_steps 2880 {'step': '72/10000', 'learning_rate': '0.00001000', 'loss': '-3.679e-08', 'grad_norm': '0.00756861', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.40383911', 'grpo_loop_time': '431.28094482', 'ref_model_time': '126.64492035', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85163522', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05901153', 'token_credit_video_advantage_mean': '2.584e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.471e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.865e-08', 'kl_loss': '0.00768098', 'kl_moving': '0.00768098', 'kl_stepwise': '-1.996e-08', 'gathered_avg_reward_mean': '-0.05901153', 'gathered_avg_reward_std': '0.04603869', 'gathered_vlm_logprob_reward_mean': '-0.05901153', 'gathered_vlm_logprob_reward_std': '0.04603869', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05901153', 'gathered_vlm_token_credit_reward_std': '0.04603869', 'gathered_vlm_yes_no_margin_reward_mean': '3.83007812', 'gathered_vlm_yes_no_margin_reward_std': '0.72135639', 'gathered_vlm_yes_ratio_reward_mean': '0.99687499', 'gathered_vlm_yes_ratio_reward_std': '0.02480392', 'gathered_ori_avg_reward_mean': '-0.05901153', 'gathered_ori_avg_reward_std': '0.04603869'} +2026-05-13 12:34:12.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 12:34:12.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:34:12.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:20.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_0/index_9363_seed_11532_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 12:35:25.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:35:50.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:35:50.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:50.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:36:59.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_0/index_9363_seed_11533_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 12:37:07.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:37:34.053 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:37:34.077 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 12:37:35.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.357 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 73 train_steps 2920 {'step': '73/10000', 'learning_rate': '0.00001000', 'loss': '-3.161e-08', 'grad_norm': '0.00513697', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.42007446', 'grpo_loop_time': '435.57058716', 'ref_model_time': '125.23522186', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85337031', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08736393', 'token_credit_video_advantage_mean': '1.839e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.166e-08', 'kl_loss': '0.00745784', 'kl_moving': '0.00745784', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.08736392', 'gathered_avg_reward_std': '0.07795517', 'gathered_vlm_logprob_reward_mean': '-0.08736393', 'gathered_vlm_logprob_reward_std': '0.07795518', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08736393', 'gathered_vlm_token_credit_reward_std': '0.07795518', 'gathered_vlm_yes_no_margin_reward_mean': '3.49804688', 'gathered_vlm_yes_no_margin_reward_std': '0.79270732', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.08736393', 'gathered_ori_avg_reward_std': '0.07795518'} +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 12:49:00.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:49:00.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:10.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_0/index_4474_seed_30408_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 12:50:16.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:50:40.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:50:40.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:40.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:51:49.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_0/index_4474_seed_30409_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 12:51:57.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 12:52:23.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:52:23.432 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:52:23.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 12:52:24.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.560 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.228 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 74 train_steps 2960 {'step': '74/10000', 'learning_rate': '0.00001000', 'loss': '9.546e-08', 'grad_norm': '0.00599227', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.60717773', 'grpo_loop_time': '431.66119385', 'ref_model_time': '124.74205017', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88821888', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12350512', 'token_credit_video_advantage_mean': '-5.960e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.533e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.546e-08', 'kl_loss': '0.00690433', 'kl_moving': '0.00690433', 'kl_stepwise': '-1.960e-08', 'gathered_avg_reward_mean': '-0.12350512', 'gathered_avg_reward_std': '0.08446023', 'gathered_vlm_logprob_reward_mean': '-0.12350512', 'gathered_vlm_logprob_reward_std': '0.08446024', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12350512', 'gathered_vlm_token_credit_reward_std': '0.08446024', 'gathered_vlm_yes_no_margin_reward_mean': '3.30039048', 'gathered_vlm_yes_no_margin_reward_std': '0.69905758', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.12350512', 'gathered_ori_avg_reward_std': '0.08446024'} +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 13:03:44.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:03:44.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:53.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_0/index_2055_seed_18410_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 13:04:59.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:05:25.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:05:25.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:05:25.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:06:39.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_0/index_2055_seed_18411_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 13:06:44.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:07:12.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:07:13.412 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 13:07:14.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.349 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 75 train_steps 3000 {'step': '75/10000', 'learning_rate': '0.00001000', 'loss': '-6.333e-08', 'grad_norm': '0.00593663', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.40661621', 'grpo_loop_time': '429.68295288', 'ref_model_time': '123.21304321', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86526406', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16907564', 'token_credit_video_advantage_mean': '2.841e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.393e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-08', 'kl_loss': '0.00702339', 'kl_moving': '0.00702339', 'kl_stepwise': '-1.875e-08', 'gathered_avg_reward_mean': '-0.16907564', 'gathered_avg_reward_std': '0.19854346', 'gathered_vlm_logprob_reward_mean': '-0.16907564', 'gathered_vlm_logprob_reward_std': '0.19854344', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16907564', 'gathered_vlm_token_credit_reward_std': '0.19854344', 'gathered_vlm_yes_no_margin_reward_mean': '3.23046875', 'gathered_vlm_yes_no_margin_reward_std': '0.87064177', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.09662266', 'gathered_ori_avg_reward_mean': '-0.16907564', 'gathered_ori_avg_reward_std': '0.19854344'} +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 13:18:34.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:18:34.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:44.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_0/index_2964_seed_16199_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 13:19:50.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:20:16.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:20:16.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:20:16.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:21:29.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_0/index_2964_seed_16200_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 13:21:36.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:22:02.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:22:05.871 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 13:22:07.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.609 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 76 train_steps 3040 {'step': '76/10000', 'learning_rate': '0.00001000', 'loss': '8.661e-08', 'grad_norm': '0.00687141', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.73065186', 'grpo_loop_time': '433.25170898', 'ref_model_time': '124.71128845', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86216557', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11767793', 'token_credit_video_advantage_mean': '-4.563e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.368e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.661e-08', 'kl_loss': '0.00807329', 'kl_moving': '0.00807329', 'kl_stepwise': '-1.915e-08', 'gathered_avg_reward_mean': '-0.11767793', 'gathered_avg_reward_std': '0.12246024', 'gathered_vlm_logprob_reward_mean': '-0.11767794', 'gathered_vlm_logprob_reward_std': '0.12246025', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11767794', 'gathered_vlm_token_credit_reward_std': '0.12246025', 'gathered_vlm_yes_no_margin_reward_mean': '3.42187500', 'gathered_vlm_yes_no_margin_reward_std': '0.83691096', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180269', 'gathered_ori_avg_reward_mean': '-0.11767794', 'gathered_ori_avg_reward_std': '0.12246025'} +2026-05-13 13:33:28.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 13:33:28.855 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:33:28.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:37.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_0/index_6685_seed_4210_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 13:34:44.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:35:09.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:35:09.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:35:09.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:21.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_0/index_6685_seed_4211_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 13:36:27.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:36:51.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:36:51.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 13:36:52.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.474 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.256 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 77 train_steps 3080 {'step': '77/10000', 'learning_rate': '0.00001000', 'loss': '-1.050e-07', 'grad_norm': '0.00631365', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.22399902', 'grpo_loop_time': '433.21646118', 'ref_model_time': '123.13719177', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.82525903', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09542994', 'token_credit_video_advantage_mean': '6.403e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.506e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.050e-07', 'kl_loss': '0.00717588', 'kl_moving': '0.00717588', 'kl_stepwise': '-2.037e-08', 'gathered_avg_reward_mean': '-0.09542993', 'gathered_avg_reward_std': '0.07673577', 'gathered_vlm_logprob_reward_mean': '-0.09542994', 'gathered_vlm_logprob_reward_std': '0.07673578', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09542994', 'gathered_vlm_token_credit_reward_std': '0.07673578', 'gathered_vlm_yes_no_margin_reward_mean': '3.54648447', 'gathered_vlm_yes_no_margin_reward_std': '0.73457932', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.07545436', 'gathered_ori_avg_reward_mean': '-0.09542994', 'gathered_ori_avg_reward_std': '0.07673578'} +2026-05-13 13:48:12.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 13:48:12.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:48:12.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:22.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_0/index_8076_seed_31063_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 13:49:29.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:49:53.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:49:53.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:53.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:03.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_0/index_8076_seed_31064_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 13:51:09.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 13:51:36.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:51:36.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 13:51:38.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.583 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 78 train_steps 3120 {'step': '78/10000', 'learning_rate': '0.00001000', 'loss': '-1.770e-08', 'grad_norm': '0.00782745', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.53244019', 'grpo_loop_time': '434.98602295', 'ref_model_time': '124.89600372', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87959844', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09897184', 'token_credit_video_advantage_mean': '1.211e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.407e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.770e-08', 'kl_loss': '0.00838311', 'kl_moving': '0.00838312', 'kl_stepwise': '-1.845e-08', 'gathered_avg_reward_mean': '-0.09897183', 'gathered_avg_reward_std': '0.10879821', 'gathered_vlm_logprob_reward_mean': '-0.09897184', 'gathered_vlm_logprob_reward_std': '0.10879821', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09897184', 'gathered_vlm_token_credit_reward_std': '0.10879821', 'gathered_vlm_yes_no_margin_reward_mean': '3.55820298', 'gathered_vlm_yes_no_margin_reward_std': '0.77370167', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952686', 'gathered_ori_avg_reward_mean': '-0.09897184', 'gathered_ori_avg_reward_std': '0.10879821'} +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 14:03:00.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:03:00.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:10.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_0/index_2217_seed_24417_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 14:04:17.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:04:43.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:04:43.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:43.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:05:51.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_0/index_2217_seed_24418_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 14:05:57.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:06:23.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:06:23.353 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 14:06:24.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.218 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 79 train_steps 3160 {'step': '79/10000', 'learning_rate': '0.00001000', 'loss': '2.072e-07', 'grad_norm': '0.00760826', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.74453735', 'grpo_loop_time': '430.78341675', 'ref_model_time': '129.77160645', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89892417', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10201494', 'token_credit_video_advantage_mean': '-1.260e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.430e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.072e-07', 'kl_loss': '0.00837022', 'kl_moving': '0.00837023', 'kl_stepwise': '-1.953e-08', 'gathered_avg_reward_mean': '-0.10201494', 'gathered_avg_reward_std': '0.09860357', 'gathered_vlm_logprob_reward_mean': '-0.10201495', 'gathered_vlm_logprob_reward_std': '0.09860357', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10201495', 'gathered_vlm_token_credit_reward_std': '0.09860357', 'gathered_vlm_yes_no_margin_reward_mean': '3.55429673', 'gathered_vlm_yes_no_margin_reward_std': '0.77927935', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569568', 'gathered_ori_avg_reward_mean': '-0.10201495', 'gathered_ori_avg_reward_std': '0.09860357'} +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 14:17:49.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:17:49.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:50.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:59.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_0/index_2237_seed_22609_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 14:19:04.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:19:29.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:19:29.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:19:29.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:20:38.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_0/index_2237_seed_22610_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 14:20:45.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:21:11.855 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:21:11.862 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:21:11.875 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 14:21:12.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:32:32.962 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 80 train_steps 3200 {'step': '80/10000', 'learning_rate': '0.00001000', 'loss': '-3.306e-08', 'grad_norm': '0.00984071', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.22808838', 'grpo_loop_time': '429.66821289', 'ref_model_time': '125.87241364', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87046546', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15524456', 'token_credit_video_advantage_mean': '5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.306e-08', 'kl_loss': '0.00776854', 'kl_moving': '0.00776854', 'kl_stepwise': '-1.909e-08', 'gathered_avg_reward_mean': '-0.15524456', 'gathered_avg_reward_std': '0.14733574', 'gathered_vlm_logprob_reward_mean': '-0.15524456', 'gathered_vlm_logprob_reward_std': '0.14733574', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15524456', 'gathered_vlm_token_credit_reward_std': '0.14733574', 'gathered_vlm_yes_no_margin_reward_mean': '3.35625005', 'gathered_vlm_yes_no_margin_reward_std': '0.84220928', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.09662266', 'gathered_ori_avg_reward_mean': '-0.15524456', 'gathered_ori_avg_reward_std': '0.14733574'} +2026-05-13 14:33:23.663 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 14:33:26.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:33:26.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:37.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_0/index_357_seed_1772_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 14:34:45.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:35:08.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:35:08.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:35:08.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:20.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_0/index_357_seed_1773_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 14:36:27.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:36:51.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:36:51.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 14:36:53.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.212 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 81 train_steps 3240 {'step': '81/10000', 'learning_rate': '0.00001000', 'loss': '-1.962e-07', 'grad_norm': '0.00802021', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.15954590', 'grpo_loop_time': '433.26925659', 'ref_model_time': '125.42328644', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88100672', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10424694', 'token_credit_video_advantage_mean': '1.171e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.962e-07', 'kl_loss': '0.00778103', 'kl_moving': '0.00778103', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.10424695', 'gathered_avg_reward_std': '0.08326118', 'gathered_vlm_logprob_reward_mean': '-0.10424694', 'gathered_vlm_logprob_reward_std': '0.08326119', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10424694', 'gathered_vlm_token_credit_reward_std': '0.08326119', 'gathered_vlm_yes_no_margin_reward_mean': '3.47929692', 'gathered_vlm_yes_no_margin_reward_std': '0.80931532', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.10424694', 'gathered_ori_avg_reward_std': '0.08326119'} +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 14:48:16.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:48:16.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:27.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_0/index_6482_seed_17570_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 14:49:33.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:50:01.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:50:01.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:50:01.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:12.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_0/index_6482_seed_17571_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 14:51:19.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 14:51:46.076 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:51:47.434 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 14:51:48.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:10.913 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 82 train_steps 3280 {'step': '82/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00628506', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.53430176', 'grpo_loop_time': '434.74972534', 'ref_model_time': '125.21401215', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85618341', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15107071', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.428e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00703941', 'kl_moving': '0.00703941', 'kl_stepwise': '-1.885e-08', 'gathered_avg_reward_mean': '-0.15107071', 'gathered_avg_reward_std': '0.14037153', 'gathered_vlm_logprob_reward_mean': '-0.15107071', 'gathered_vlm_logprob_reward_std': '0.14037153', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15107071', 'gathered_vlm_token_credit_reward_std': '0.14037153', 'gathered_vlm_yes_no_margin_reward_mean': '3.25156236', 'gathered_vlm_yes_no_margin_reward_std': '1.11007357', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.11210869', 'gathered_ori_avg_reward_mean': '-0.15107071', 'gathered_ori_avg_reward_std': '0.14037153'} +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 15:03:11.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:03:11.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:21.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_0/index_4776_seed_6618_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 15:04:27.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:04:51.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:04:51.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:51.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:02.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_0/index_4776_seed_6619_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 15:06:09.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:06:35.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:06:35.220 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 15:06:36.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.019 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 83 train_steps 3320 {'step': '83/10000', 'learning_rate': '0.00001000', 'loss': '-8.289e-08', 'grad_norm': '0.00689654', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.86471558', 'grpo_loop_time': '435.12460327', 'ref_model_time': '125.41258240', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85545915', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05642755', 'token_credit_video_advantage_mean': '4.657e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.397e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.289e-08', 'kl_loss': '0.00735647', 'kl_moving': '0.00735647', 'kl_stepwise': '-1.940e-08', 'gathered_avg_reward_mean': '-0.05642755', 'gathered_avg_reward_std': '0.04543905', 'gathered_vlm_logprob_reward_mean': '-0.05642755', 'gathered_vlm_logprob_reward_std': '0.04543905', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05642755', 'gathered_vlm_token_credit_reward_std': '0.04543905', 'gathered_vlm_yes_no_margin_reward_mean': '3.84921885', 'gathered_vlm_yes_no_margin_reward_std': '0.89843583', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.05642755', 'gathered_ori_avg_reward_std': '0.04543905'} +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 15:18:01.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:18:01.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:12.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_0/index_306_seed_30904_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 15:19:18.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:19:42.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:19:42.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:42.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:20:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_0/index_306_seed_30905_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 15:21:02.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:21:27.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:21:27.546 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:21:27.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 15:21:28.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.450 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 84 train_steps 3360 {'step': '84/10000', 'learning_rate': '0.00001000', 'loss': '-7.544e-08', 'grad_norm': '0.00759090', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.04394531', 'grpo_loop_time': '433.15924072', 'ref_model_time': '126.43635559', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86613423', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07616369', 'token_credit_video_advantage_mean': '4.843e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.544e-08', 'kl_loss': '0.00748589', 'kl_moving': '0.00748590', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '-0.07616369', 'gathered_avg_reward_std': '0.08353687', 'gathered_vlm_logprob_reward_mean': '-0.07616369', 'gathered_vlm_logprob_reward_std': '0.08353686', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07616369', 'gathered_vlm_token_credit_reward_std': '0.08353686', 'gathered_vlm_yes_no_margin_reward_mean': '3.77539062', 'gathered_vlm_yes_no_margin_reward_std': '0.88553363', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.06817944', 'gathered_ori_avg_reward_mean': '-0.07616369', 'gathered_ori_avg_reward_std': '0.08353686'} +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 15:32:52.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:32:52.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:34:02.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_0/index_7318_seed_27899_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 15:34:08.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:34:34.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:34:34.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:34:34.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:35:47.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_0/index_7318_seed_27900_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 15:35:53.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:36:17.817 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:36:19.590 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 15:36:20.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:42.878 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 85 train_steps 3400 {'step': '85/10000', 'learning_rate': '0.00001000', 'loss': '1.173e-07', 'grad_norm': '0.00610635', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.80722046', 'grpo_loop_time': '432.90188599', 'ref_model_time': '124.67600250', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86809796', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08373542', 'token_credit_video_advantage_mean': '-6.333e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.173e-07', 'kl_loss': '0.00759776', 'kl_moving': '0.00759777', 'kl_stepwise': '-1.956e-08', 'gathered_avg_reward_mean': '-0.08373542', 'gathered_avg_reward_std': '0.10508507', 'gathered_vlm_logprob_reward_mean': '-0.08373541', 'gathered_vlm_logprob_reward_std': '0.10508506', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08373541', 'gathered_vlm_token_credit_reward_std': '0.10508506', 'gathered_vlm_yes_no_margin_reward_mean': '3.85898447', 'gathered_vlm_yes_no_margin_reward_std': '1.16365349', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08373541', 'gathered_ori_avg_reward_std': '0.10508506'} +2026-05-13 15:47:43.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 15:47:43.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:47:43.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:52.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_0/index_7637_seed_15724_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 15:48:59.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:49:24.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:49:24.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:49:24.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:50:33.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_0/index_7637_seed_15725_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 15:50:38.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 15:51:03.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:51:05.529 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 15:51:06.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:29.841 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 86 train_steps 3440 {'step': '86/10000', 'learning_rate': '0.00001000', 'loss': '-2.608e-08', 'grad_norm': '0.00545655', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.31784058', 'grpo_loop_time': '431.61291504', 'ref_model_time': '125.45663452', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86684901', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05104276', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.495e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.608e-08', 'kl_loss': '0.00790395', 'kl_moving': '0.00790395', 'kl_stepwise': '-2.054e-08', 'gathered_avg_reward_mean': '-0.05104277', 'gathered_avg_reward_std': '0.03982896', 'gathered_vlm_logprob_reward_mean': '-0.05104276', 'gathered_vlm_logprob_reward_std': '0.03982896', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05104276', 'gathered_vlm_token_credit_reward_std': '0.03982896', 'gathered_vlm_yes_no_margin_reward_mean': '3.90546870', 'gathered_vlm_yes_no_margin_reward_std': '0.67355847', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.05104276', 'gathered_ori_avg_reward_std': '0.03982896'} +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 16:02:30.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:02:30.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:39.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_0/index_7339_seed_10900_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 16:03:45.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:04:13.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:04:13.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:04:13.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:24.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_0/index_7339_seed_10901_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 16:05:30.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:05:55.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:05:57.381 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 16:05:58.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-13 16:08:03.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.500 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 87 train_steps 3480 {'step': '87/10000', 'learning_rate': '0.00001000', 'loss': '2.806e-07', 'grad_norm': '0.00663978', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.12509155', 'grpo_loop_time': '431.58645630', 'ref_model_time': '123.47505188', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89239603', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15274924', 'token_credit_video_advantage_mean': '-1.672e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.465e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.806e-07', 'kl_loss': '0.00906699', 'kl_moving': '0.00906699', 'kl_stepwise': '-1.971e-08', 'gathered_avg_reward_mean': '-0.15274921', 'gathered_avg_reward_std': '0.09866022', 'gathered_vlm_logprob_reward_mean': '-0.15274921', 'gathered_vlm_logprob_reward_std': '0.09866022', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15274921', 'gathered_vlm_token_credit_reward_std': '0.09866022', 'gathered_vlm_yes_no_margin_reward_mean': '3.35546875', 'gathered_vlm_yes_no_margin_reward_std': '0.85202503', 'gathered_vlm_yes_ratio_reward_mean': '0.92812502', 'gathered_vlm_yes_ratio_reward_std': '0.09596345', 'gathered_ori_avg_reward_mean': '-0.15274921', 'gathered_ori_avg_reward_std': '0.09866022'} +2026-05-13 16:17:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 16:17:19.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:17:19.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:30.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_0/index_1372_seed_1463_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 16:18:38.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:19:04.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:19:04.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:19:04.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:16.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_0/index_1372_seed_1464_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 16:20:23.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:20:50.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:20:50.101 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:20:50.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 16:20:51.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.107 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:11.989 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 88 train_steps 3520 {'step': '88/10000', 'learning_rate': '0.00001000', 'loss': '1.676e-08', 'grad_norm': '0.00813688', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.11932373', 'grpo_loop_time': '431.23345947', 'ref_model_time': '124.28218079', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85382450', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.17891270', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.457e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.304e-08', 'kl_loss': '0.00903750', 'kl_moving': '0.00903750', 'kl_stepwise': '-1.979e-08', 'gathered_avg_reward_mean': '-0.17891270', 'gathered_avg_reward_std': '0.15257265', 'gathered_vlm_logprob_reward_mean': '-0.17891270', 'gathered_vlm_logprob_reward_std': '0.15257265', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.17891270', 'gathered_vlm_token_credit_reward_std': '0.15257265', 'gathered_vlm_yes_no_margin_reward_mean': '3.11718750', 'gathered_vlm_yes_no_margin_reward_std': '0.74234205', 'gathered_vlm_yes_ratio_reward_mean': '0.89999998', 'gathered_vlm_yes_ratio_reward_std': '0.13228755', 'gathered_ori_avg_reward_mean': '-0.17891270', 'gathered_ori_avg_reward_std': '0.15257265'} +2026-05-13 16:32:12.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 16:32:12.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:32:12.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:21.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_0/index_8870_seed_20304_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 16:33:28.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:33:51.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:33:51.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:51.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:01.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_0/index_8870_seed_20305_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 16:35:07.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:35:31.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:35:35.004 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:35:35.018 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 16:35:36.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.272 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 89 train_steps 3560 {'step': '89/10000', 'learning_rate': '0.00001000', 'loss': '6.147e-08', 'grad_norm': '0.00808264', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.40240479', 'grpo_loop_time': '431.82708740', 'ref_model_time': '124.29969025', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86385435', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13716179', 'token_credit_video_advantage_mean': '-3.818e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.147e-08', 'kl_loss': '0.00802717', 'kl_moving': '0.00802717', 'kl_stepwise': '-1.991e-08', 'gathered_avg_reward_mean': '-0.13716178', 'gathered_avg_reward_std': '0.13852216', 'gathered_vlm_logprob_reward_mean': '-0.13716178', 'gathered_vlm_logprob_reward_std': '0.13852215', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13716178', 'gathered_vlm_token_credit_reward_std': '0.13852215', 'gathered_vlm_yes_no_margin_reward_mean': '3.42617178', 'gathered_vlm_yes_no_margin_reward_std': '0.96707952', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09270249', 'gathered_ori_avg_reward_mean': '-0.13716178', 'gathered_ori_avg_reward_std': '0.13852215'} +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 16:46:55.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:46:55.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:05.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_0/index_3239_seed_18003_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 16:48:12.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:48:37.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:48:37.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:37.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:49:46.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_0/index_3239_seed_18004_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 16:49:53.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 16:50:18.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:50:18.669 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:50:18.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 16:50:19.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:01:43.341 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 90 train_steps 3600 {'step': '90/10000', 'learning_rate': '0.00001000', 'loss': '-3.632e-08', 'grad_norm': '0.00673959', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.40484619', 'grpo_loop_time': '432.05905151', 'ref_model_time': '123.19960022', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86406475', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13965891', 'token_credit_video_advantage_mean': '2.608e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.005e-08', 'kl_loss': '0.00780008', 'kl_moving': '0.00780008', 'kl_stepwise': '-1.963e-08', 'gathered_avg_reward_mean': '-0.13965890', 'gathered_avg_reward_std': '0.14044984', 'gathered_vlm_logprob_reward_mean': '-0.13965890', 'gathered_vlm_logprob_reward_std': '0.14044985', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13965890', 'gathered_vlm_token_credit_reward_std': '0.14044985', 'gathered_vlm_yes_no_margin_reward_mean': '3.39140606', 'gathered_vlm_yes_no_margin_reward_std': '0.95648712', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514586', 'gathered_ori_avg_reward_mean': '-0.13965890', 'gathered_ori_avg_reward_std': '0.14044985'} +2026-05-13 17:02:41.412 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 17:02:47.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:02:47.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:57.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_0/index_9416_seed_10361_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 17:04:04.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:04:27.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:04:27.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:04:27.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:05:42.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_0/index_9416_seed_10362_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 17:05:49.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:06:13.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:06:13.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 17:06:14.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.423 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.199 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 91 train_steps 3640 {'step': '91/10000', 'learning_rate': '0.00001000', 'loss': '5.029e-08', 'grad_norm': '0.00869211', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.71844482', 'grpo_loop_time': '429.29003906', 'ref_model_time': '124.82510376', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86557466', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.17953034', 'token_credit_video_advantage_mean': '-3.120e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.029e-08', 'kl_loss': '0.00699870', 'kl_moving': '0.00699870', 'kl_stepwise': '-1.848e-08', 'gathered_avg_reward_mean': '-0.17953032', 'gathered_avg_reward_std': '0.13696805', 'gathered_vlm_logprob_reward_mean': '-0.17953032', 'gathered_vlm_logprob_reward_std': '0.13696805', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.17953032', 'gathered_vlm_token_credit_reward_std': '0.13696805', 'gathered_vlm_yes_no_margin_reward_mean': '3.07929707', 'gathered_vlm_yes_no_margin_reward_std': '0.98830611', 'gathered_vlm_yes_ratio_reward_mean': '0.91250002', 'gathered_vlm_yes_ratio_reward_std': '0.12686113', 'gathered_ori_avg_reward_mean': '-0.17953032', 'gathered_ori_avg_reward_std': '0.13696805'} +2026-05-13 17:17:35.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 17:17:35.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:17:35.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:44.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_0/index_827_seed_17315_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 17:18:51.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:19:19.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:19:19.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:19:19.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:20:26.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_0/index_827_seed_17316_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 17:20:33.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:21:00.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:21:01.301 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 17:21:02.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:21.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.110 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 92 train_steps 3680 {'step': '92/10000', 'learning_rate': '0.00001000', 'loss': '2.235e-08', 'grad_norm': '0.00667725', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.54351807', 'grpo_loop_time': '432.44924927', 'ref_model_time': '124.13798523', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87666643', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09082219', 'token_credit_video_advantage_mean': '-1.583e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.235e-08', 'kl_loss': '0.00740328', 'kl_moving': '0.00740328', 'kl_stepwise': '-1.908e-08', 'gathered_avg_reward_mean': '-0.09082218', 'gathered_avg_reward_std': '0.06981287', 'gathered_vlm_logprob_reward_mean': '-0.09082218', 'gathered_vlm_logprob_reward_std': '0.06981287', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09082218', 'gathered_vlm_token_credit_reward_std': '0.06981287', 'gathered_vlm_yes_no_margin_reward_mean': '3.60273433', 'gathered_vlm_yes_no_margin_reward_std': '0.70178509', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09082218', 'gathered_ori_avg_reward_std': '0.06981287'} +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 17:32:22.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:32:22.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:34.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_0/index_6760_seed_17098_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 17:33:42.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:34:09.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:34:09.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:34:09.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:19.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_0/index_6760_seed_17099_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 17:35:26.572 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:35:48.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:35:52.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 17:35:54.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.091 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.756 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 93 train_steps 3720 {'step': '93/10000', 'learning_rate': '0.00001000', 'loss': '-1.075e-07', 'grad_norm': '0.00865740', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.16500854', 'grpo_loop_time': '432.73614502', 'ref_model_time': '125.43307495', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88574249', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13453670', 'token_credit_video_advantage_mean': '6.193e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.075e-07', 'kl_loss': '0.00706417', 'kl_moving': '0.00706417', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '-0.13453671', 'gathered_avg_reward_std': '0.13788146', 'gathered_vlm_logprob_reward_mean': '-0.13453671', 'gathered_vlm_logprob_reward_std': '0.13788146', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13453671', 'gathered_vlm_token_credit_reward_std': '0.13788146', 'gathered_vlm_yes_no_margin_reward_mean': '3.37890625', 'gathered_vlm_yes_no_margin_reward_std': '1.11451900', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.08660253', 'gathered_ori_avg_reward_mean': '-0.13453671', 'gathered_ori_avg_reward_std': '0.13788146'} +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 17:47:17.017 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:47:17.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:25.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_0/index_4904_seed_17667_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 17:48:33.500 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:49:00.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:49:00.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:49:00.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:10.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_0/index_4904_seed_17668_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 17:50:18.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 17:50:45.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:50:45.851 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 17:50:47.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.435 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 94 train_steps 3760 {'step': '94/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.01102134', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.83593750', 'grpo_loop_time': '435.12066650', 'ref_model_time': '126.50209045', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85572362', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09304404', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.395e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-09', 'kl_loss': '0.00728993', 'kl_moving': '0.00728994', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.09304403', 'gathered_avg_reward_std': '0.10685840', 'gathered_vlm_logprob_reward_mean': '-0.09304403', 'gathered_vlm_logprob_reward_std': '0.10685841', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09304403', 'gathered_vlm_token_credit_reward_std': '0.10685841', 'gathered_vlm_yes_no_margin_reward_mean': '3.57148457', 'gathered_vlm_yes_no_margin_reward_std': '0.81433529', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.08563869', 'gathered_ori_avg_reward_mean': '-0.09304403', 'gathered_ori_avg_reward_std': '0.10685841'} +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 18:02:10.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:02:10.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:20.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_0/index_2342_seed_31533_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 18:03:27.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:03:52.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:03:52.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:52.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:02.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_0/index_2342_seed_31534_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 18:05:10.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:05:36.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:05:36.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 18:05:37.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.763 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.467 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 95 train_steps 3800 {'step': '95/10000', 'learning_rate': '0.00001000', 'loss': '1.686e-07', 'grad_norm': '0.00707190', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.20324707', 'grpo_loop_time': '436.35733032', 'ref_model_time': '126.96594238', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88389564', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07383499', 'token_credit_video_advantage_mean': '-9.639e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.686e-07', 'kl_loss': '0.00761914', 'kl_moving': '0.00761914', 'kl_stepwise': '-1.893e-08', 'gathered_avg_reward_mean': '-0.07383499', 'gathered_avg_reward_std': '0.08765562', 'gathered_vlm_logprob_reward_mean': '-0.07383499', 'gathered_vlm_logprob_reward_std': '0.08765562', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07383499', 'gathered_vlm_token_credit_reward_std': '0.08765562', 'gathered_vlm_yes_no_margin_reward_mean': '4.04687500', 'gathered_vlm_yes_no_margin_reward_std': '1.05098999', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.07383499', 'gathered_ori_avg_reward_std': '0.08765562'} +2026-05-13 18:17:12.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 18:17:12.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:17:12.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:22.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_0/index_6549_seed_31222_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 18:18:27.791 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:18:52.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:18:52.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:52.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:05.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_0/index_6549_seed_31223_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 18:20:12.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:20:38.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:20:38.742 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 18:20:39.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.607 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 96 train_steps 3840 {'step': '96/10000', 'learning_rate': '0.00001000', 'loss': '-2.416e-09', 'grad_norm': '0.02331068', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.52923584', 'grpo_loop_time': '441.59597778', 'ref_model_time': '127.05040741', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86894631', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12585749', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.428e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.416e-09', 'kl_loss': '0.00785185', 'kl_moving': '0.00785185', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.12585750', 'gathered_avg_reward_std': '0.12022747', 'gathered_vlm_logprob_reward_mean': '-0.12585749', 'gathered_vlm_logprob_reward_std': '0.12022747', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12585749', 'gathered_vlm_token_credit_reward_std': '0.12022747', 'gathered_vlm_yes_no_margin_reward_mean': '3.42226553', 'gathered_vlm_yes_no_margin_reward_std': '0.80729240', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837547', 'gathered_ori_avg_reward_mean': '-0.12585749', 'gathered_ori_avg_reward_std': '0.12022747'} +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 18:32:17.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:32:17.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:18.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:29.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_0/index_8016_seed_1341_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 18:33:35.998 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:34:01.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:34:01.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:34:01.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:13.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_0/index_8016_seed_1342_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 18:35:19.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:35:43.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:35:43.921 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:35:43.946 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 18:35:45.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.087 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 97 train_steps 3880 {'step': '97/10000', 'learning_rate': '0.00001000', 'loss': '-6.286e-08', 'grad_norm': '0.00575944', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.00408936', 'grpo_loop_time': '438.68917847', 'ref_model_time': '127.52928162', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85322022', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09244186', 'token_credit_video_advantage_mean': '2.841e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.456e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.286e-08', 'kl_loss': '0.00777057', 'kl_moving': '0.00777057', 'kl_stepwise': '-1.936e-08', 'gathered_avg_reward_mean': '-0.09244186', 'gathered_avg_reward_std': '0.09656425', 'gathered_vlm_logprob_reward_mean': '-0.09244186', 'gathered_vlm_logprob_reward_std': '0.09656425', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09244186', 'gathered_vlm_token_credit_reward_std': '0.09656425', 'gathered_vlm_yes_no_margin_reward_mean': '3.95429659', 'gathered_vlm_yes_no_margin_reward_std': '0.96408707', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.09244186', 'gathered_ori_avg_reward_std': '0.09656425'} +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 18:47:14.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:47:14.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:25.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_0/index_5950_seed_24152_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 18:48:30.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:48:53.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:48:53.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:53.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:12.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_0/index_5950_seed_24153_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 18:50:17.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 18:50:41.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:50:45.776 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 18:50:46.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.087 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 98 train_steps 3920 {'step': '98/10000', 'learning_rate': '0.00001000', 'loss': '-5.087e-08', 'grad_norm': '0.00459837', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.20874023', 'grpo_loop_time': '437.29226685', 'ref_model_time': '124.58033752', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88137406', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11544733', 'token_credit_video_advantage_mean': '3.201e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.404e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.180e-08', 'kl_loss': '0.00711401', 'kl_moving': '0.00711401', 'kl_stepwise': '-1.909e-08', 'gathered_avg_reward_mean': '-0.11544733', 'gathered_avg_reward_std': '0.12998036', 'gathered_vlm_logprob_reward_mean': '-0.11544733', 'gathered_vlm_logprob_reward_std': '0.12998037', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11544733', 'gathered_vlm_token_credit_reward_std': '0.12998037', 'gathered_vlm_yes_no_margin_reward_mean': '3.37734389', 'gathered_vlm_yes_no_margin_reward_std': '0.75060803', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.11544733', 'gathered_ori_avg_reward_std': '0.12998037'} +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 19:02:13.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:02:13.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:22.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_0/index_6234_seed_10501_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 19:03:29.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 19:03:52.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:03:52.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:52.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:12.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_0/index_6234_seed_10502_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 19:05:16.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 19:05:39.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:05:47.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:05:47.630 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 19:05:49.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.342 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 99 train_steps 3960 {'step': '99/10000', 'learning_rate': '0.00001000', 'loss': '7.963e-08', 'grad_norm': '0.00432912', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.27511597', 'grpo_loop_time': '437.48684692', 'ref_model_time': '125.26266479', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86954665', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08931136', 'token_credit_video_advantage_mean': '-3.818e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.730e-08', 'kl_loss': '0.00729835', 'kl_moving': '0.00729835', 'kl_stepwise': '-1.960e-08', 'gathered_avg_reward_mean': '-0.08931137', 'gathered_avg_reward_std': '0.10999594', 'gathered_vlm_logprob_reward_mean': '-0.08931137', 'gathered_vlm_logprob_reward_std': '0.10999594', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08931137', 'gathered_vlm_token_credit_reward_std': '0.10999594', 'gathered_vlm_yes_no_margin_reward_mean': '3.68828106', 'gathered_vlm_yes_no_margin_reward_std': '0.69277757', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08931137', 'gathered_ori_avg_reward_std': '0.10999594'} +2026-05-13 19:17:16.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 19:17:16.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:17:16.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_0/index_9805_seed_298_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 19:18:35.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 19:19:02.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:19:02.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:19:02.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:13.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_0/index_9805_seed_299_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 19:20:20.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 19:20:48.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:20:48.621 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 19:20:49.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 19:32:12.869 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 100 train_steps 4000 {'step': '100/10000', 'learning_rate': '0.00001000', 'loss': '1.311e-07', 'grad_norm': '0.00607756', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.17095947', 'grpo_loop_time': '433.75982666', 'ref_model_time': '125.92466736', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88852972', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14535773', 'token_credit_video_advantage_mean': '-8.009e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.274e-07', 'kl_loss': '0.00781600', 'kl_moving': '0.00781600', 'kl_stepwise': '-1.990e-08', 'gathered_avg_reward_mean': '-0.14535773', 'gathered_avg_reward_std': '0.12360232', 'gathered_vlm_logprob_reward_mean': '-0.14535773', 'gathered_vlm_logprob_reward_std': '0.12360232', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14535773', 'gathered_vlm_token_credit_reward_std': '0.12360232', 'gathered_vlm_yes_no_margin_reward_mean': '3.43906260', 'gathered_vlm_yes_no_margin_reward_std': '0.93349004', 'gathered_vlm_yes_ratio_reward_mean': '0.92812502', 'gathered_vlm_yes_ratio_reward_std': '0.09596345', 'gathered_ori_avg_reward_mean': '-0.14535773', 'gathered_ori_avg_reward_std': '0.12360232'} +2026-05-13 19:32:13.087 | INFO | __main__:validate:1984 - Running validation at step 100... +2026-05-13 19:32:13.088 | INFO | __main__:validate:1985 - Validation samples: 31 +2026-05-13 19:32:13.089 | INFO | __main__:validate:1986 - Validation video_length=121 +2026-05-13 19:32:13.090 | INFO | __main__:validate:1987 - Validation fixed global_seed=930 +2026-05-13 19:32:13.091 | INFO | __main__:validate:1988 - Validation fixed_size=480x864 +2026-05-13 19:32:13.092 | INFO | __main__:validate:1995 - Generating validation video 1/31: This cinematic close-up shot focuses on a young ma... +2026-05-13 19:39:05.452 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_000_seed_7271_This cinematic close-up shot focuses on a young ma.mp4 +2026-05-13 19:39:05.455 | INFO | __main__:validate:1995 - Generating validation video 2/31: The scene opens on a tranquil, sun-drenched meadow... +2026-05-13 19:45:57.490 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_001_seed_861_The scene opens on a tranquil, sun-drenched meadow.mp4 +2026-05-13 19:45:57.494 | INFO | __main__:validate:1995 - Generating validation video 3/31: The scene opens on a tight, eye-level close-up of ... +2026-05-13 19:52:47.381 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_002_seed_5391_The scene opens on a tight, eye-level close-up of .mp4 +2026-05-13 19:52:47.384 | INFO | __main__:validate:1995 - Generating validation video 4/31: The scene opens on a tight close-up of a blond man... +2026-05-13 19:59:36.928 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_003_seed_5192_The scene opens on a tight close-up of a blond man.mp4 +2026-05-13 19:59:36.930 | INFO | __main__:validate:1995 - Generating validation video 5/31: The scene opens on a medium, eye-level shot of thr... +2026-05-13 20:06:29.331 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_004_seed_5735_The scene opens on a medium, eye-level shot of thr.mp4 +2026-05-13 20:06:29.334 | INFO | __main__:validate:1995 - Generating validation video 6/31: The scene opens with a medium shot of an elderly w... +2026-05-13 20:13:20.216 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_005_seed_6266_The scene opens with a medium shot of an elderly w.mp4 +2026-05-13 20:13:20.219 | INFO | __main__:validate:1995 - Generating validation video 7/31: The scene is a tight close-up, rendered in a style... +2026-05-13 20:20:10.826 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_006_seed_467_The scene is a tight close-up, rendered in a style.mp4 +2026-05-13 20:20:10.829 | INFO | __main__:validate:1995 - Generating validation video 8/31: The scene opens with a medium shot of a cozy, slig... +2026-05-13 20:27:01.748 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_007_seed_4427_The scene opens with a medium shot of a cozy, slig.mp4 +2026-05-13 20:27:01.751 | INFO | __main__:validate:1995 - Generating validation video 9/31: The scene opens on a medium long shot, capturing t... +2026-05-13 20:33:52.299 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_008_seed_5579_The scene opens on a medium long shot, capturing t.mp4 +2026-05-13 20:33:52.301 | INFO | __main__:validate:1995 - Generating validation video 10/31: The scene opens with a stunning wide shot, filmed ... +2026-05-13 20:40:44.050 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_009_seed_8323_The scene opens with a stunning wide shot, filmed .mp4 +2026-05-13 20:40:44.052 | INFO | __main__:validate:1995 - Generating validation video 11/31: The scene is captured in a dramatic low-angle medi... +2026-05-13 20:47:36.282 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_010_seed_1686_The scene is captured in a dramatic low-angle medi.mp4 +2026-05-13 20:47:36.284 | INFO | __main__:validate:1995 - Generating validation video 12/31: The scene is set in a bustling, sun-drenched town ... +2026-05-13 20:54:27.321 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_011_seed_770_The scene is set in a bustling, sun-drenched town .mp4 +2026-05-13 20:54:27.324 | INFO | __main__:validate:1995 - Generating validation video 13/31: The frame is filled entirely by the face of a fema... +2026-05-13 21:01:26.685 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_012_seed_6950_The frame is filled entirely by the face of a fema.mp4 +2026-05-13 21:01:26.687 | INFO | __main__:validate:1995 - Generating validation video 14/31: The scene opens on a bright, sunny day in a lush g... +2026-05-13 21:08:17.766 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_013_seed_2434_The scene opens on a bright, sunny day in a lush g.mp4 +2026-05-13 21:08:17.768 | INFO | __main__:validate:1995 - Generating validation video 15/31: The shot opens with an extreme close-up, top-down ... +2026-05-13 21:15:10.198 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_014_seed_5312_The shot opens with an extreme close-up, top-down .mp4 +2026-05-13 21:15:10.200 | INFO | __main__:validate:1995 - Generating validation video 16/31: The scene opens on a sweeping wide shot, composed ... +2026-05-13 21:22:03.780 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_015_seed_5052_The scene opens on a sweeping wide shot, composed .mp4 +2026-05-13 21:22:03.782 | INFO | __main__:validate:1995 - Generating validation video 17/31: The scene opens with a low-angle, full shot of a w... +2026-05-13 21:28:58.062 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_016_seed_6421_The scene opens with a low-angle, full shot of a w.mp4 +2026-05-13 21:28:58.065 | INFO | __main__:validate:1995 - Generating validation video 18/31: From a high-angle perspective, the entirety of a p... +2026-05-13 21:35:51.903 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_017_seed_1185_From a high-angle perspective, the entirety of a p.mp4 +2026-05-13 21:35:51.905 | INFO | __main__:validate:1995 - Generating validation video 19/31: The scene opens on a wide, low-angle shot within a... +2026-05-13 21:42:45.595 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_018_seed_4556_The scene opens on a wide, low-angle shot within a.mp4 +2026-05-13 21:42:45.597 | INFO | __main__:validate:1995 - Generating validation video 20/31: The scene opens on a medium shot from a slightly h... +2026-05-13 21:49:40.140 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_019_seed_3386_The scene opens on a medium shot from a slightly h.mp4 +2026-05-13 21:49:40.144 | INFO | __main__:validate:1995 - Generating validation video 21/31: The scene opens on a wide, eye-level shot capturin... +2026-05-13 21:56:34.071 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_020_seed_6397_The scene opens on a wide, eye-level shot capturin.mp4 +2026-05-13 21:56:34.074 | INFO | __main__:validate:1995 - Generating validation video 22/31: The scene is captured from a dynamic low-angle, wi... +2026-05-13 22:03:28.391 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_021_seed_8667_The scene is captured from a dynamic low-angle, wi.mp4 +2026-05-13 22:03:28.394 | INFO | __main__:validate:1995 - Generating validation video 23/31: The scene opens with a high-angle, close-up shot, ... +2026-05-13 22:10:21.411 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_022_seed_9275_The scene opens with a high-angle, close-up shot, .mp4 +2026-05-13 22:10:21.414 | INFO | __main__:validate:1995 - Generating validation video 24/31: The scene opens with a high-angle wide shot of a v... +2026-05-13 22:17:14.406 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_023_seed_2559_The scene opens with a high-angle wide shot of a v.mp4 +2026-05-13 22:17:14.408 | INFO | __main__:validate:1995 - Generating validation video 25/31: The scene opens with a medium close-up on a man in... +2026-05-13 22:24:07.539 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_024_seed_7850_The scene opens with a medium close-up on a man in.mp4 +2026-05-13 22:24:07.543 | INFO | __main__:validate:1995 - Generating validation video 26/31: The scene opens on a wide shot of a meticulously c... +2026-05-13 22:31:00.318 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_025_seed_2048_The scene opens on a wide shot of a meticulously c.mp4 +2026-05-13 22:31:00.320 | INFO | __main__:validate:1995 - Generating validation video 27/31: An eye-level, medium-wide shot captures a moment o... +2026-05-13 22:37:53.914 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_026_seed_2748_An eye-level, medium-wide shot captures a moment o.mp4 +2026-05-13 22:37:53.916 | INFO | __main__:validate:1995 - Generating validation video 28/31: The scene opens on a medium, low-angle shot of a t... +2026-05-13 22:44:46.887 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_027_seed_9168_The scene opens on a medium, low-angle shot of a t.mp4 +2026-05-13 22:44:46.889 | INFO | __main__:validate:1995 - Generating validation video 29/31: The scene opens with a static, extreme wide shot f... +2026-05-13 22:51:39.440 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_028_seed_9999_The scene opens with a static, extreme wide shot f.mp4 +2026-05-13 22:51:39.444 | INFO | __main__:validate:1995 - Generating validation video 30/31: The shot opens on a medium frame of a young baller... +2026-05-13 22:58:33.432 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_029_seed_190_The shot opens on a medium frame of a young baller.mp4 +2026-05-13 22:58:33.435 | INFO | __main__:validate:1995 - Generating validation video 31/31: The scene opens on a medium shot of a teenage boy ... +2026-05-13 23:05:27.548 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_030_seed_2735_The scene opens on a medium shot of a teenage boy .mp4 +2026-05-13 23:07:10.362 | INFO | __main__:save_checkpoint:1629 - Checkpoint saved at step 100 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100 +2026-05-13 23:08:11.636 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:08:12.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:22.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_0/index_2391_seed_20199_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:09:30.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:09:55.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:55.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:55.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:12.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_0/index_2391_seed_20200_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:11:19.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:11:45.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:54.259 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:11:55.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.776 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 101 train_steps 4040 {'step': '101/10000', 'learning_rate': '0.00001000', 'loss': '6.566e-08', 'grad_norm': '0.00480516', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.01110840', 'grpo_loop_time': '445.77285767', 'ref_model_time': '130.00799561', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85394025', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12724149', 'token_credit_video_advantage_mean': '-3.725e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.566e-08', 'kl_loss': '0.00713022', 'kl_moving': '0.00713022', 'kl_stepwise': '-1.982e-08', 'gathered_avg_reward_mean': '-0.12724149', 'gathered_avg_reward_std': '0.14228545', 'gathered_vlm_logprob_reward_mean': '-0.12724149', 'gathered_vlm_logprob_reward_std': '0.14228545', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12724149', 'gathered_vlm_token_credit_reward_std': '0.14228545', 'gathered_vlm_yes_no_margin_reward_mean': '3.53515625', 'gathered_vlm_yes_no_margin_reward_std': '1.03493381', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.12774333', 'gathered_ori_avg_reward_mean': '-0.12724149', 'gathered_ori_avg_reward_std': '0.14228545'} +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:23:42.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:50.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_0/index_6886_seed_28497_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:24:55.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:25:21.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:21.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:21.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:26:41.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_0/index_6886_seed_28498_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:26:48.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:27:14.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:16.844 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:27:17.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.060 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 102 train_steps 4080 {'step': '102/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-08', 'grad_norm': '0.00590346', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.71386719', 'grpo_loop_time': '445.22415161', 'ref_model_time': '128.48382568', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84686100', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09560376', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.676e-08', 'kl_loss': '0.00750362', 'kl_moving': '0.00750362', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.09560375', 'gathered_avg_reward_std': '0.10920229', 'gathered_vlm_logprob_reward_mean': '-0.09560376', 'gathered_vlm_logprob_reward_std': '0.10920229', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09560376', 'gathered_vlm_token_credit_reward_std': '0.10920229', 'gathered_vlm_yes_no_margin_reward_mean': '3.65195322', 'gathered_vlm_yes_no_margin_reward_std': '0.77254272', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.09473440', 'gathered_ori_avg_reward_mean': '-0.09560376', 'gathered_ori_avg_reward_std': '0.10920229'} +2026-05-13 23:39:04.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:39:04.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:13.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_0/index_6375_seed_22232_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:40:21.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:40:46.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:46.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:46.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:00.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_0/index_6375_seed_22233_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:42:07.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:42:31.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:36.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:42:38.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.748 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 103 train_steps 4120 {'step': '103/10000', 'learning_rate': '0.00001000', 'loss': '2.142e-08', 'grad_norm': '0.00611928', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.48214722', 'grpo_loop_time': '449.13009644', 'ref_model_time': '128.66685486', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85735977', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08755077', 'token_credit_video_advantage_mean': '-1.676e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-08', 'kl_loss': '0.00802325', 'kl_moving': '0.00802325', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '-0.08755077', 'gathered_avg_reward_std': '0.11180373', 'gathered_vlm_logprob_reward_mean': '-0.08755078', 'gathered_vlm_logprob_reward_std': '0.11180373', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08755078', 'gathered_vlm_token_credit_reward_std': '0.11180373', 'gathered_vlm_yes_no_margin_reward_mean': '3.86562490', 'gathered_vlm_yes_no_margin_reward_std': '0.77548498', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08755078', 'gathered_ori_avg_reward_std': '0.11180373'} +2026-05-13 23:54:26.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:54:27.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:39.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_0/index_6280_seed_31269_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:55:44.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:56:10.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:56:10.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:56:10.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:57:27.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_0/index_6280_seed_31270_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:57:34.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:58:02.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:04.761 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:58:06.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.265 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 104 train_steps 4160 {'step': '104/10000', 'learning_rate': '0.00001000', 'loss': '-6.938e-08', 'grad_norm': '0.00734764', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.29278564', 'grpo_loop_time': '443.36523438', 'ref_model_time': '130.96261597', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86658251', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08786269', 'token_credit_video_advantage_mean': '4.657e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.362e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.938e-08', 'kl_loss': '0.00715483', 'kl_moving': '0.00715483', 'kl_stepwise': '-1.890e-08', 'gathered_avg_reward_mean': '-0.08786269', 'gathered_avg_reward_std': '0.06991822', 'gathered_vlm_logprob_reward_mean': '-0.08786269', 'gathered_vlm_logprob_reward_std': '0.06991822', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08786269', 'gathered_vlm_token_credit_reward_std': '0.06991822', 'gathered_vlm_yes_no_margin_reward_mean': '3.49531245', 'gathered_vlm_yes_no_margin_reward_std': '0.71464688', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.08786269', 'gathered_ori_avg_reward_std': '0.06991822'} +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:09:49.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:11:00.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_0/index_9442_seed_23321_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:11:09.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:11:40.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:40.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:40.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:12:48.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_0/index_9442_seed_23322_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:12:54.259 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:13:19.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:24.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:13:25.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.177 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 105 train_steps 4200 {'step': '105/10000', 'learning_rate': '0.00001000', 'loss': '4.005e-08', 'grad_norm': '0.00775891', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.82232666', 'grpo_loop_time': '445.46450806', 'ref_model_time': '131.50637817', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84470308', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13688545', 'token_credit_video_advantage_mean': '-4.191e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.005e-08', 'kl_loss': '0.00767740', 'kl_moving': '0.00767741', 'kl_stepwise': '-1.936e-08', 'gathered_avg_reward_mean': '-0.13688545', 'gathered_avg_reward_std': '0.14666985', 'gathered_vlm_logprob_reward_mean': '-0.13688546', 'gathered_vlm_logprob_reward_std': '0.14666986', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13688546', 'gathered_vlm_token_credit_reward_std': '0.14666986', 'gathered_vlm_yes_no_margin_reward_mean': '3.27382803', 'gathered_vlm_yes_no_margin_reward_std': '0.76108253', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569568', 'gathered_ori_avg_reward_mean': '-0.13688546', 'gathered_ori_avg_reward_std': '0.14666986'} +2026-05-14 00:25:10.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:25:10.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:22.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_0/index_7083_seed_17328_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:26:29.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:26:53.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:53.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:53.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:07.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_0/index_7083_seed_17329_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:28:13.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:28:39.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:40.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:28:42.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.367 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 106 train_steps 4240 {'step': '106/10000', 'learning_rate': '0.00001000', 'loss': '-2.270e-08', 'grad_norm': '0.00664021', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.09445190', 'grpo_loop_time': '440.15777588', 'ref_model_time': '126.26354980', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86054921', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08654562', 'token_credit_video_advantage_mean': '2.258e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.270e-08', 'kl_loss': '0.00793193', 'kl_moving': '0.00793193', 'kl_stepwise': '-1.975e-08', 'gathered_avg_reward_mean': '-0.08654562', 'gathered_avg_reward_std': '0.09661837', 'gathered_vlm_logprob_reward_mean': '-0.08654562', 'gathered_vlm_logprob_reward_std': '0.09661837', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08654562', 'gathered_vlm_token_credit_reward_std': '0.09661837', 'gathered_vlm_yes_no_margin_reward_mean': '3.58867168', 'gathered_vlm_yes_no_margin_reward_std': '0.90999144', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.07500000', 'gathered_ori_avg_reward_mean': '-0.08654562', 'gathered_ori_avg_reward_std': '0.09661837'} +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:40:19.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:19.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:29.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_0/index_6976_seed_24611_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:41:36.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:41:57.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:41:58.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:58.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:13.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_0/index_6976_seed_24612_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:43:20.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:43:44.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:49.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:43:50.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.512 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 107 train_steps 4280 {'step': '107/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00600123', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.00363159', 'grpo_loop_time': '438.61495972', 'ref_model_time': '125.57542419', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87314093', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.18024264', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00712575', 'kl_moving': '0.00712575', 'kl_stepwise': '-1.879e-08', 'gathered_avg_reward_mean': '-0.18024263', 'gathered_avg_reward_std': '0.22453392', 'gathered_vlm_logprob_reward_mean': '-0.18024266', 'gathered_vlm_logprob_reward_std': '0.22453389', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.18024266', 'gathered_vlm_token_credit_reward_std': '0.22453389', 'gathered_vlm_yes_no_margin_reward_mean': '3.23750019', 'gathered_vlm_yes_no_margin_reward_std': '1.06923413', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.13046642', 'gathered_ori_avg_reward_mean': '-0.18024266', 'gathered_ori_avg_reward_std': '0.22453389'} +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:55:24.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:24.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:24.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:35.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_0/index_6620_seed_1567_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:56:41.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:57:08.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:57:08.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:57:08.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:17.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_0/index_6620_seed_1568_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:58:22.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:58:47.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.097 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:53.124 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:58:54.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.954 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:34.906 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 108 train_steps 4320 {'step': '108/10000', 'learning_rate': '0.00001000', 'loss': '-2.887e-08', 'grad_norm': '0.00617711', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.99588013', 'grpo_loop_time': '439.80093384', 'ref_model_time': '129.00233459', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86215192', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15117902', 'token_credit_video_advantage_mean': '2.608e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.887e-08', 'kl_loss': '0.00771776', 'kl_moving': '0.00771776', 'kl_stepwise': '-2.007e-08', 'gathered_avg_reward_mean': '-0.15117903', 'gathered_avg_reward_std': '0.22888355', 'gathered_vlm_logprob_reward_mean': '-0.15117902', 'gathered_vlm_logprob_reward_std': '0.22888355', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15117902', 'gathered_vlm_token_credit_reward_std': '0.22888355', 'gathered_vlm_yes_no_margin_reward_mean': '3.49062490', 'gathered_vlm_yes_no_margin_reward_std': '1.12632298', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.10748364', 'gathered_ori_avg_reward_mean': '-0.15117902', 'gathered_ori_avg_reward_std': '0.22888355'} +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:10:35.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:48.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_0/index_3393_seed_27727_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:11:55.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:12:23.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:23.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:23.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:13:32.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_0/index_3393_seed_27728_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 01:13:39.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:14:06.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:09.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 01:14:10.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.978 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.696 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 109 train_steps 4360 {'step': '109/10000', 'learning_rate': '0.00001000', 'loss': '6.147e-08', 'grad_norm': '0.00661960', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.93737793', 'grpo_loop_time': '438.82122803', 'ref_model_time': '129.15914917', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87078357', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12154833', 'token_credit_video_advantage_mean': '-2.841e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.392e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.147e-08', 'kl_loss': '0.00810335', 'kl_moving': '0.00810335', 'kl_stepwise': '-2.013e-08', 'gathered_avg_reward_mean': '-0.12154833', 'gathered_avg_reward_std': '0.12237149', 'gathered_vlm_logprob_reward_mean': '-0.12154834', 'gathered_vlm_logprob_reward_std': '0.12237148', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12154834', 'gathered_vlm_token_credit_reward_std': '0.12237148', 'gathered_vlm_yes_no_margin_reward_mean': '3.61523438', 'gathered_vlm_yes_no_margin_reward_std': '0.85532129', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.12154834', 'gathered_ori_avg_reward_std': '0.12237148'} +2026-05-14 01:25:43.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:25:43.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:55.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_0/index_8829_seed_14580_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:27:01.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:27:28.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:28.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:28.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:28:40.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_0/index_8829_seed_14581_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 01:28:51.209 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:29:17.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.637 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:17.653 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 01:29:19.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:40:55.274 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 110 train_steps 4400 {'step': '110/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-08', 'grad_norm': '0.00918717', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.71493530', 'grpo_loop_time': '441.97711182', 'ref_model_time': '127.44865417', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87775785', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08868109', 'token_credit_video_advantage_mean': '-3.632e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.486e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.706e-08', 'kl_loss': '0.00802271', 'kl_moving': '0.00802271', 'kl_stepwise': '-1.933e-08', 'gathered_avg_reward_mean': '-0.08868109', 'gathered_avg_reward_std': '0.14096850', 'gathered_vlm_logprob_reward_mean': '-0.08868109', 'gathered_vlm_logprob_reward_std': '0.14096850', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08868109', 'gathered_vlm_token_credit_reward_std': '0.14096850', 'gathered_vlm_yes_no_margin_reward_mean': '3.68750000', 'gathered_vlm_yes_no_margin_reward_std': '0.96785241', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.08563869', 'gathered_ori_avg_reward_mean': '-0.08868109', 'gathered_ori_avg_reward_std': '0.14096850'} +2026-05-14 01:41:53.769 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:41:57.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:09.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_0/index_1911_seed_6899_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:43:15.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:43:38.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:38.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:38.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:44:59.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_0/index_1911_seed_6900_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 01:45:07.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:45:31.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:32.646 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 01:45:34.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.137 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 111 train_steps 4440 {'step': '111/10000', 'learning_rate': '0.00001000', 'loss': '3.260e-08', 'grad_norm': '0.00677929', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.55697632', 'grpo_loop_time': '442.41741943', 'ref_model_time': '130.83329773', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87087798', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14022806', 'token_credit_video_advantage_mean': '-1.583e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.470e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.260e-08', 'kl_loss': '0.00785080', 'kl_moving': '0.00785080', 'kl_stepwise': '-1.968e-08', 'gathered_avg_reward_mean': '-0.14022806', 'gathered_avg_reward_std': '0.14654429', 'gathered_vlm_logprob_reward_mean': '-0.14022806', 'gathered_vlm_logprob_reward_std': '0.14654429', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14022806', 'gathered_vlm_token_credit_reward_std': '0.14654429', 'gathered_vlm_yes_no_margin_reward_mean': '3.18242192', 'gathered_vlm_yes_no_margin_reward_std': '1.01173460', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.10606603', 'gathered_ori_avg_reward_mean': '-0.14022806', 'gathered_ori_avg_reward_std': '0.14654429'} +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:57:21.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:32.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_0/index_1325_seed_9876_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:58:39.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:59:05.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:59:05.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:59:05.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:19.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_0/index_1325_seed_9877_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:00:30.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:00:56.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.930 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:56.944 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:00:58.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.572 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 112 train_steps 4480 {'step': '112/10000', 'learning_rate': '0.00001000', 'loss': '1.509e-07', 'grad_norm': '0.00471101', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.27593994', 'grpo_loop_time': '441.60784912', 'ref_model_time': '128.22036743', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86141878', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14184645', 'token_credit_video_advantage_mean': '-1.006e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.471e-07', 'kl_loss': '0.00662124', 'kl_moving': '0.00662125', 'kl_stepwise': '-1.871e-08', 'gathered_avg_reward_mean': '-0.14184646', 'gathered_avg_reward_std': '0.13967758', 'gathered_vlm_logprob_reward_mean': '-0.14184645', 'gathered_vlm_logprob_reward_std': '0.13967758', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14184645', 'gathered_vlm_token_credit_reward_std': '0.13967758', 'gathered_vlm_yes_no_margin_reward_mean': '3.39843750', 'gathered_vlm_yes_no_margin_reward_std': '0.91508490', 'gathered_vlm_yes_ratio_reward_mean': '0.94062495', 'gathered_vlm_yes_ratio_reward_std': '0.09137619', 'gathered_ori_avg_reward_mean': '-0.14184645', 'gathered_ori_avg_reward_std': '0.13967758'} +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:12:39.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:39.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:50.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_0/index_3774_seed_17673_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:13:57.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:14:22.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:22.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:22.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:15:36.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_0/index_3774_seed_17674_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:15:40.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:16:04.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:14.939 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:16:16.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.527 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 113 train_steps 4520 {'step': '113/10000', 'learning_rate': '0.00001000', 'loss': '-3.920e-08', 'grad_norm': '0.00629739', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.95059204', 'grpo_loop_time': '441.03250122', 'ref_model_time': '129.21115112', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.82621956', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08228910', 'token_credit_video_advantage_mean': '1.583e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.470e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.920e-08', 'kl_loss': '0.00745618', 'kl_moving': '0.00745618', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '-0.08228910', 'gathered_avg_reward_std': '0.08388983', 'gathered_vlm_logprob_reward_mean': '-0.08228910', 'gathered_vlm_logprob_reward_std': '0.08388983', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08228910', 'gathered_vlm_token_credit_reward_std': '0.08388983', 'gathered_vlm_yes_no_margin_reward_mean': '3.36835957', 'gathered_vlm_yes_no_margin_reward_std': '0.59971088', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.08228910', 'gathered_ori_avg_reward_std': '0.08388983'} +2026-05-14 02:27:59.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:27:59.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:27:59.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:10.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_0/index_8651_seed_3481_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:29:15.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:29:39.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:39.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:39.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:30:56.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_0/index_8651_seed_3482_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:31:04.808 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:31:29.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.900 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:35.034 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:31:36.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.279 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 114 train_steps 4560 {'step': '114/10000', 'learning_rate': '0.00001000', 'loss': '3.865e-08', 'grad_norm': '0.01673360', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.40216064', 'grpo_loop_time': '444.26318359', 'ref_model_time': '126.23426056', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86275923', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08983927', 'token_credit_video_advantage_mean': '-2.468e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.865e-08', 'kl_loss': '0.00748196', 'kl_moving': '0.00748196', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.08983926', 'gathered_avg_reward_std': '0.09702579', 'gathered_vlm_logprob_reward_mean': '-0.08983926', 'gathered_vlm_logprob_reward_std': '0.09702579', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08983926', 'gathered_vlm_token_credit_reward_std': '0.09702579', 'gathered_vlm_yes_no_margin_reward_mean': '3.62734365', 'gathered_vlm_yes_no_margin_reward_std': '0.82060522', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.08983926', 'gathered_ori_avg_reward_std': '0.09702579'} +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:43:19.493 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:30.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_0/index_3140_seed_9372_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:44:36.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:45:02.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:45:02.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:45:02.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:18.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_0/index_3140_seed_9373_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:46:25.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:46:51.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.925 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:55.059 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:46:56.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.224 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 115 train_steps 4600 {'step': '115/10000', 'learning_rate': '0.00001000', 'loss': '1.267e-07', 'grad_norm': '0.00646195', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.61535645', 'grpo_loop_time': '443.28326416', 'ref_model_time': '129.59539795', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86797118', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13930413', 'token_credit_video_advantage_mean': '-8.196e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.229e-07', 'kl_loss': '0.00747504', 'kl_moving': '0.00747505', 'kl_stepwise': '-1.996e-08', 'gathered_avg_reward_mean': '-0.13930413', 'gathered_avg_reward_std': '0.13287131', 'gathered_vlm_logprob_reward_mean': '-0.13930413', 'gathered_vlm_logprob_reward_std': '0.13287131', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13930413', 'gathered_vlm_token_credit_reward_std': '0.13287131', 'gathered_vlm_yes_no_margin_reward_mean': '3.38749981', 'gathered_vlm_yes_no_margin_reward_std': '0.96929419', 'gathered_vlm_yes_ratio_reward_mean': '0.92500001', 'gathered_vlm_yes_ratio_reward_std': '0.10307764', 'gathered_ori_avg_reward_mean': '-0.13930413', 'gathered_ori_avg_reward_std': '0.13287131'} +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:58:37.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:49.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_0/index_9465_seed_28033_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:59:55.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:00:21.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:21.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:21.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:01:31.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_0/index_9465_seed_28034_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:01:36.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:02:02.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:09.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:02:10.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.689 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 116 train_steps 4640 {'step': '116/10000', 'learning_rate': '0.00001000', 'loss': '8.196e-08', 'grad_norm': '0.00891595', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.53640747', 'grpo_loop_time': '441.83468628', 'ref_model_time': '127.15627289', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85823816', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15413150', 'token_credit_video_advantage_mean': '-4.517e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.196e-08', 'kl_loss': '0.00864626', 'kl_moving': '0.00864626', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '-0.15413150', 'gathered_avg_reward_std': '0.14313467', 'gathered_vlm_logprob_reward_mean': '-0.15413150', 'gathered_vlm_logprob_reward_std': '0.14313465', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15413150', 'gathered_vlm_token_credit_reward_std': '0.14313465', 'gathered_vlm_yes_no_margin_reward_mean': '3.29648447', 'gathered_vlm_yes_no_margin_reward_std': '0.88377154', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08267973', 'gathered_ori_avg_reward_mean': '-0.15413150', 'gathered_ori_avg_reward_std': '0.14313465'} +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:13:48.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:15:00.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_0/index_6284_seed_23811_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 03:15:08.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:15:35.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:35.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:35.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:16:46.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_0/index_6284_seed_23812_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:16:53.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:17:19.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:21.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:17:22.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.350 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 117 train_steps 4680 {'step': '117/10000', 'learning_rate': '0.00001000', 'loss': '9.052e-08', 'grad_norm': '0.00828295', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.77117920', 'grpo_loop_time': '442.49597168', 'ref_model_time': '126.86988068', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90021181', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16776989', 'token_credit_video_advantage_mean': '-5.215e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.052e-08', 'kl_loss': '0.00883609', 'kl_moving': '0.00883609', 'kl_stepwise': '-1.849e-08', 'gathered_avg_reward_mean': '-0.16776988', 'gathered_avg_reward_std': '0.15796623', 'gathered_vlm_logprob_reward_mean': '-0.16776988', 'gathered_vlm_logprob_reward_std': '0.15796621', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16776988', 'gathered_vlm_token_credit_reward_std': '0.15796621', 'gathered_vlm_yes_no_margin_reward_mean': '3.28203130', 'gathered_vlm_yes_no_margin_reward_std': '0.87340778', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.09757809', 'gathered_ori_avg_reward_mean': '-0.16776988', 'gathered_ori_avg_reward_std': '0.15796621'} +2026-05-14 03:29:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:29:02.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:02.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:13.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_0/index_9434_seed_29584_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 03:30:20.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:30:45.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:45.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:45.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:00.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_0/index_9434_seed_29585_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:32:05.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:32:28.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:36.145 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:32:37.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.201 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 118 train_steps 4720 {'step': '118/10000', 'learning_rate': '0.00001000', 'loss': '7.078e-08', 'grad_norm': '0.00716369', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.89480591', 'grpo_loop_time': '444.07373047', 'ref_model_time': '127.02220917', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88442844', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08281475', 'token_credit_video_advantage_mean': '-4.703e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.078e-08', 'kl_loss': '0.00829773', 'kl_moving': '0.00829773', 'kl_stepwise': '-1.937e-08', 'gathered_avg_reward_mean': '-0.08281474', 'gathered_avg_reward_std': '0.06314175', 'gathered_vlm_logprob_reward_mean': '-0.08281475', 'gathered_vlm_logprob_reward_std': '0.06314175', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08281475', 'gathered_vlm_token_credit_reward_std': '0.06314175', 'gathered_vlm_yes_no_margin_reward_mean': '3.68554688', 'gathered_vlm_yes_no_margin_reward_std': '0.78104758', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08281475', 'gathered_ori_avg_reward_std': '0.06314175'} +2026-05-14 03:44:18.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:44:18.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:29.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_0/index_5926_seed_8388_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 03:45:34.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:45:59.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:45:59.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:59.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:16.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_0/index_5926_seed_8389_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:47:23.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:47:50.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:50.543 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:47:51.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.657 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 119 train_steps 4760 {'step': '119/10000', 'learning_rate': '0.00001000', 'loss': '1.518e-07', 'grad_norm': '0.00787494', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.45236206', 'grpo_loop_time': '440.42425537', 'ref_model_time': '129.86479187', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88511848', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09432115', 'token_credit_video_advantage_mean': '-8.265e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.401e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.513e-07', 'kl_loss': '0.00951262', 'kl_moving': '0.00951263', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.09432114', 'gathered_avg_reward_std': '0.10861778', 'gathered_vlm_logprob_reward_mean': '-0.09432115', 'gathered_vlm_logprob_reward_std': '0.10861778', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09432115', 'gathered_vlm_token_credit_reward_std': '0.10861778', 'gathered_vlm_yes_no_margin_reward_mean': '3.73203111', 'gathered_vlm_yes_no_margin_reward_std': '1.10553002', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.07500001', 'gathered_ori_avg_reward_mean': '-0.09432115', 'gathered_ori_avg_reward_std': '0.10861778'} +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:59:35.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:35.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:45.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_0/index_4438_seed_5525_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:00:53.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:01:19.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:19.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:19.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:02:28.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_0/index_4438_seed_5526_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:02:35.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:02:57.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:05.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:03:06.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:14:44.617 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 120 train_steps 4800 {'step': '120/10000', 'learning_rate': '0.00001000', 'loss': '-2.282e-08', 'grad_norm': '0.00468337', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.85614014', 'grpo_loop_time': '440.51278687', 'ref_model_time': '126.78161621', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86617106', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12344266', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.421e-08', 'kl_loss': '0.00810997', 'kl_moving': '0.00810997', 'kl_stepwise': '-1.990e-08', 'gathered_avg_reward_mean': '-0.12344265', 'gathered_avg_reward_std': '0.15115960', 'gathered_vlm_logprob_reward_mean': '-0.12344266', 'gathered_vlm_logprob_reward_std': '0.15115960', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12344266', 'gathered_vlm_token_credit_reward_std': '0.15115960', 'gathered_vlm_yes_no_margin_reward_mean': '3.81562495', 'gathered_vlm_yes_no_margin_reward_std': '1.08946037', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11110242', 'gathered_ori_avg_reward_mean': '-0.12344266', 'gathered_ori_avg_reward_std': '0.15115960'} +2026-05-14 04:15:51.243 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 04:15:57.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:09.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_0/index_2546_seed_31193_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:17:13.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:17:44.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:44.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:44.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:18:59.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_0/index_2546_seed_31194_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:19:07.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:19:30.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.119 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:36.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:19:37.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:22.636 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 121 train_steps 4840 {'step': '121/10000', 'learning_rate': '0.00001000', 'loss': '3.306e-08', 'grad_norm': '0.00477739', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.45074463', 'grpo_loop_time': '446.14007568', 'ref_model_time': '126.82653809', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85538661', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10429044', 'token_credit_video_advantage_mean': '-8.848e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.306e-08', 'kl_loss': '0.00702455', 'kl_moving': '0.00702455', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.10429044', 'gathered_avg_reward_std': '0.10408865', 'gathered_vlm_logprob_reward_mean': '-0.10429043', 'gathered_vlm_logprob_reward_std': '0.10408865', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10429043', 'gathered_vlm_token_credit_reward_std': '0.10408865', 'gathered_vlm_yes_no_margin_reward_mean': '3.57421875', 'gathered_vlm_yes_no_margin_reward_std': '0.90226454', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.07545436', 'gathered_ori_avg_reward_mean': '-0.10429043', 'gathered_ori_avg_reward_std': '0.10408865'} +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 04:31:23.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:35.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_0/index_8306_seed_11615_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:32:40.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:33:07.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:33:07.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:33:07.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:20.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_0/index_8306_seed_11616_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:34:27.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:34:53.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:56.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:34:57.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.003 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 122 train_steps 4880 {'step': '122/10000', 'learning_rate': '0.00001000', 'loss': '-4.098e-08', 'grad_norm': '0.00460593', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.48687744', 'grpo_loop_time': '442.94567871', 'ref_model_time': '130.66947937', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87165183', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06389813', 'token_credit_video_advantage_mean': '3.166e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.396e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.098e-08', 'kl_loss': '0.00682459', 'kl_moving': '0.00682459', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.06389813', 'gathered_avg_reward_std': '0.04461505', 'gathered_vlm_logprob_reward_mean': '-0.06389813', 'gathered_vlm_logprob_reward_std': '0.04461505', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06389813', 'gathered_vlm_token_credit_reward_std': '0.04461505', 'gathered_vlm_yes_no_margin_reward_mean': '3.73749995', 'gathered_vlm_yes_no_margin_reward_std': '0.81280029', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.06389813', 'gathered_ori_avg_reward_std': '0.04461505'} +2026-05-14 04:46:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 04:46:42.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:54.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_0/index_6626_seed_32833_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:47:59.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:48:25.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:25.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:25.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:49:39.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_0/index_6626_seed_32834_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:49:47.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:50:13.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.427 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:14.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:50:15.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.966 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.742 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 123 train_steps 4920 {'step': '123/10000', 'learning_rate': '0.00001000', 'loss': '1.339e-07', 'grad_norm': '0.00650548', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.67816162', 'grpo_loop_time': '441.38775635', 'ref_model_time': '128.02279663', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88903666', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13920373', 'token_credit_video_advantage_mean': '-8.289e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.491e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.339e-07', 'kl_loss': '0.00836501', 'kl_moving': '0.00836501', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '-0.13920373', 'gathered_avg_reward_std': '0.11978455', 'gathered_vlm_logprob_reward_mean': '-0.13920373', 'gathered_vlm_logprob_reward_std': '0.11978454', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13920373', 'gathered_vlm_token_credit_reward_std': '0.11978454', 'gathered_vlm_yes_no_margin_reward_mean': '3.52695322', 'gathered_vlm_yes_no_margin_reward_std': '0.67842454', 'gathered_vlm_yes_ratio_reward_mean': '0.93125004', 'gathered_vlm_yes_ratio_reward_std': '0.11301963', 'gathered_ori_avg_reward_mean': '-0.13920373', 'gathered_ori_avg_reward_std': '0.11978454'} +2026-05-14 05:01:51.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:01:52.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:03:01.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_0/index_8544_seed_7706_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:03:07.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:03:35.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:35.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:35.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:04:45.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_0/index_8544_seed_7707_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:04:53.057 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:05:20.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:05:22.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:05.817 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 124 train_steps 4960 {'step': '124/10000', 'learning_rate': '0.00001000', 'loss': '4.703e-08', 'grad_norm': '0.00476626', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.72622681', 'grpo_loop_time': '443.60086060', 'ref_model_time': '128.71603394', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87501520', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09785976', 'token_credit_video_advantage_mean': '-2.235e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.703e-08', 'kl_loss': '0.00703525', 'kl_moving': '0.00703525', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '-0.09785976', 'gathered_avg_reward_std': '0.09034219', 'gathered_vlm_logprob_reward_mean': '-0.09785976', 'gathered_vlm_logprob_reward_std': '0.09034220', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09785976', 'gathered_vlm_token_credit_reward_std': '0.09034220', 'gathered_vlm_yes_no_margin_reward_mean': '3.57265615', 'gathered_vlm_yes_no_margin_reward_std': '0.82036716', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.09785976', 'gathered_ori_avg_reward_std': '0.09034220'} +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:17:06.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_0/index_3437_seed_7978_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:18:26.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:18:52.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:52.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:52.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:01.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_0/index_3437_seed_7979_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:20:07.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:20:35.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:37.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:20:39.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.600 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 125 train_steps 5000 {'step': '125/10000', 'learning_rate': '0.00001000', 'loss': '1.155e-07', 'grad_norm': '0.00838503', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.23937988', 'grpo_loop_time': '437.95974731', 'ref_model_time': '127.19961548', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85130924', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09071700', 'token_credit_video_advantage_mean': '-6.380e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.118e-07', 'kl_loss': '0.00837801', 'kl_moving': '0.00837802', 'kl_stepwise': '-1.993e-08', 'gathered_avg_reward_mean': '-0.09071700', 'gathered_avg_reward_std': '0.10069628', 'gathered_vlm_logprob_reward_mean': '-0.09071700', 'gathered_vlm_logprob_reward_std': '0.10069628', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09071700', 'gathered_vlm_token_credit_reward_std': '0.10069628', 'gathered_vlm_yes_no_margin_reward_mean': '3.76796865', 'gathered_vlm_yes_no_margin_reward_std': '0.86404383', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.09071700', 'gathered_ori_avg_reward_std': '0.10069628'} +2026-05-14 05:32:11.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:32:11.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:12.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:20.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_0/index_5886_seed_33483_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:33:27.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:33:52.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:52.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:52.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:02.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_0/index_5886_seed_33484_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:35:09.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:35:36.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:37.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:35:38.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.776 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 126 train_steps 5040 {'step': '126/10000', 'learning_rate': '0.00001000', 'loss': '-1.229e-07', 'grad_norm': '0.00778550', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.86807251', 'grpo_loop_time': '440.13189697', 'ref_model_time': '127.32154083', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86544675', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12568690', 'token_credit_video_advantage_mean': '7.916e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.404e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.229e-07', 'kl_loss': '0.00936441', 'kl_moving': '0.00936441', 'kl_stepwise': '-1.971e-08', 'gathered_avg_reward_mean': '-0.12568690', 'gathered_avg_reward_std': '0.10220614', 'gathered_vlm_logprob_reward_mean': '-0.12568690', 'gathered_vlm_logprob_reward_std': '0.10220614', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12568690', 'gathered_vlm_token_credit_reward_std': '0.10220614', 'gathered_vlm_yes_no_margin_reward_mean': '3.62578130', 'gathered_vlm_yes_no_margin_reward_std': '0.80326456', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.12568690', 'gathered_ori_avg_reward_std': '0.10220614'} +2026-05-14 05:47:13.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:47:14.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:23.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_0/index_2872_seed_21573_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:48:29.998 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:48:55.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:55.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:55.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:05.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_0/index_2872_seed_21574_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:50:12.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:50:37.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:40.479 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:50:42.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.016 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 127 train_steps 5080 {'step': '127/10000', 'learning_rate': '0.00001000', 'loss': '-3.586e-08', 'grad_norm': '0.00510778', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.89108276', 'grpo_loop_time': '439.52481079', 'ref_model_time': '128.73062134', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85500044', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13497122', 'token_credit_video_advantage_mean': '1.467e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.958e-08', 'kl_loss': '0.00750204', 'kl_moving': '0.00750204', 'kl_stepwise': '-1.883e-08', 'gathered_avg_reward_mean': '-0.13497120', 'gathered_avg_reward_std': '0.12931319', 'gathered_vlm_logprob_reward_mean': '-0.13497120', 'gathered_vlm_logprob_reward_std': '0.12931319', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13497120', 'gathered_vlm_token_credit_reward_std': '0.12931319', 'gathered_vlm_yes_no_margin_reward_mean': '3.35820317', 'gathered_vlm_yes_no_margin_reward_std': '0.78675622', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288798', 'gathered_ori_avg_reward_mean': '-0.13497120', 'gathered_ori_avg_reward_std': '0.12931319'} +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:02:17.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:26.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_0/index_9926_seed_3387_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:03:33.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:04:01.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:04:01.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:04:01.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:12.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_0/index_9926_seed_3388_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:05:19.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:05:45.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:47.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:05:48.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.129 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 128 train_steps 5120 {'step': '128/10000', 'learning_rate': '0.00001000', 'loss': '-5.960e-08', 'grad_norm': '0.00663577', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.93127441', 'grpo_loop_time': '440.54605103', 'ref_model_time': '125.89643097', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86005718', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10698079', 'token_credit_video_advantage_mean': '2.887e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.960e-08', 'kl_loss': '0.00864123', 'kl_moving': '0.00864123', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '-0.10698078', 'gathered_avg_reward_std': '0.09441077', 'gathered_vlm_logprob_reward_mean': '-0.10698078', 'gathered_vlm_logprob_reward_std': '0.09441078', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10698078', 'gathered_vlm_token_credit_reward_std': '0.09441078', 'gathered_vlm_yes_no_margin_reward_mean': '3.42304683', 'gathered_vlm_yes_no_margin_reward_std': '0.87015742', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.07545436', 'gathered_ori_avg_reward_mean': '-0.10698078', 'gathered_ori_avg_reward_std': '0.09441078'} +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:17:21.445 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:31.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_0/index_4166_seed_4476_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:18:38.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:19:04.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:19:04.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:19:04.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:18.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_0/index_4166_seed_4477_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:20:24.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:20:55.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.803 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:55.822 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:20:57.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.695 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 129 train_steps 5160 {'step': '129/10000', 'learning_rate': '0.00001000', 'loss': '-1.909e-08', 'grad_norm': '0.01061453', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.25955200', 'grpo_loop_time': '438.05224609', 'ref_model_time': '129.20147705', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87016243', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09641262', 'token_credit_video_advantage_mean': '1.211e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.909e-08', 'kl_loss': '0.01104570', 'kl_moving': '0.01104571', 'kl_stepwise': '-2.005e-08', 'gathered_avg_reward_mean': '-0.09641262', 'gathered_avg_reward_std': '0.12197262', 'gathered_vlm_logprob_reward_mean': '-0.09641261', 'gathered_vlm_logprob_reward_std': '0.12197263', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09641261', 'gathered_vlm_token_credit_reward_std': '0.12197263', 'gathered_vlm_yes_no_margin_reward_mean': '3.40195322', 'gathered_vlm_yes_no_margin_reward_std': '0.79708087', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242182', 'gathered_ori_avg_reward_mean': '-0.09641261', 'gathered_ori_avg_reward_std': '0.12197263'} +2026-05-14 06:32:28.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:32:29.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:37.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_0/index_9202_seed_27401_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:33:43.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:34:09.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:34:09.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:34:09.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:21.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_0/index_9202_seed_27402_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:35:28.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:35:55.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:56.303 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:35:57.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:47:32.722 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 130 train_steps 5200 {'step': '130/10000', 'learning_rate': '0.00001000', 'loss': '-1.621e-07', 'grad_norm': '0.00778636', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.64358521', 'grpo_loop_time': '437.82714844', 'ref_model_time': '126.80386353', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85443395', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10607338', 'token_credit_video_advantage_mean': '1.015e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.549e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.621e-07', 'kl_loss': '0.00854727', 'kl_moving': '0.00854728', 'kl_stepwise': '-2.011e-08', 'gathered_avg_reward_mean': '-0.10607338', 'gathered_avg_reward_std': '0.12323172', 'gathered_vlm_logprob_reward_mean': '-0.10607339', 'gathered_vlm_logprob_reward_std': '0.12323172', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10607339', 'gathered_vlm_token_credit_reward_std': '0.12323172', 'gathered_vlm_yes_no_margin_reward_mean': '3.59687495', 'gathered_vlm_yes_no_margin_reward_std': '0.82629508', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.10607339', 'gathered_ori_avg_reward_std': '0.12323172'} +2026-05-14 06:48:27.456 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:48:30.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:41.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_0/index_8496_seed_150_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:49:53.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:50:25.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:25.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:25.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:51:31.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_0/index_8496_seed_151_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:51:38.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:52:04.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.756 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:04.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:52:06.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.438 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 131 train_steps 5240 {'step': '131/10000', 'learning_rate': '0.00001000', 'loss': '4.377e-08', 'grad_norm': '0.00513406', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.39083862', 'grpo_loop_time': '437.68218994', 'ref_model_time': '131.91056824', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87207305', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08842739', 'token_credit_video_advantage_mean': '-2.095e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.472e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.377e-08', 'kl_loss': '0.00778299', 'kl_moving': '0.00778300', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '-0.08842739', 'gathered_avg_reward_std': '0.08125758', 'gathered_vlm_logprob_reward_mean': '-0.08842739', 'gathered_vlm_logprob_reward_std': '0.08125758', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08842739', 'gathered_vlm_token_credit_reward_std': '0.08125758', 'gathered_vlm_yes_no_margin_reward_mean': '3.69960928', 'gathered_vlm_yes_no_margin_reward_std': '0.75474393', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614378', 'gathered_ori_avg_reward_mean': '-0.08842739', 'gathered_ori_avg_reward_std': '0.08125758'} +2026-05-14 07:03:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:03:44.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:54.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_0/index_5465_seed_19254_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:05:00.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:05:25.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:25.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:25.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:06:32.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_0/index_5465_seed_19255_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:06:37.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:06:59.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:07.935 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:07:09.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.923 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.084 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 132 train_steps 5280 {'step': '132/10000', 'learning_rate': '0.00001000', 'loss': '5.774e-08', 'grad_norm': '0.00717291', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.04025269', 'grpo_loop_time': '435.41055298', 'ref_model_time': '124.31379700', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87466884', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11747915', 'token_credit_video_advantage_mean': '-4.331e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.468e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.774e-08', 'kl_loss': '0.00797950', 'kl_moving': '0.00797950', 'kl_stepwise': '-2.017e-08', 'gathered_avg_reward_mean': '-0.11747916', 'gathered_avg_reward_std': '0.13673723', 'gathered_vlm_logprob_reward_mean': '-0.11747916', 'gathered_vlm_logprob_reward_std': '0.13673723', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11747916', 'gathered_vlm_token_credit_reward_std': '0.13673723', 'gathered_vlm_yes_no_margin_reward_mean': '3.38085938', 'gathered_vlm_yes_no_margin_reward_std': '0.90311682', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.09051717', 'gathered_ori_avg_reward_mean': '-0.11747916', 'gathered_ori_avg_reward_std': '0.13673723'} +2026-05-14 07:18:33.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:18:33.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:42.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_0/index_1410_seed_31397_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:19:46.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:20:12.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:12.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:12.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:23.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_0/index_1410_seed_31398_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:21:30.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:21:56.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:57.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:21:58.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.487 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 133 train_steps 5320 {'step': '133/10000', 'learning_rate': '0.00001000', 'loss': '3.260e-08', 'grad_norm': '0.01046651', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.26562500', 'grpo_loop_time': '431.81250000', 'ref_model_time': '128.01481628', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85175610', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09958864', 'token_credit_video_advantage_mean': '-3.306e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.887e-08', 'kl_loss': '0.00940546', 'kl_moving': '0.00940546', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '-0.09958864', 'gathered_avg_reward_std': '0.06553397', 'gathered_vlm_logprob_reward_mean': '-0.09958864', 'gathered_vlm_logprob_reward_std': '0.06553397', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09958864', 'gathered_vlm_token_credit_reward_std': '0.06553397', 'gathered_vlm_yes_no_margin_reward_mean': '3.40312481', 'gathered_vlm_yes_no_margin_reward_std': '0.59508902', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261844', 'gathered_ori_avg_reward_mean': '-0.09958864', 'gathered_ori_avg_reward_std': '0.06553397'} +2026-05-14 07:33:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:33:22.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:30.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_0/index_6838_seed_31328_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:34:38.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:35:04.298 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:35:04.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:35:04.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:14.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_0/index_6838_seed_31329_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:36:20.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:36:45.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:47.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:36:49.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.617 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.607 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 134 train_steps 5360 {'step': '134/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-09', 'grad_norm': '0.00748233', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.39529419', 'grpo_loop_time': '435.46075439', 'ref_model_time': '129.73115540', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87435895', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08469186', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.00776517', 'kl_moving': '0.00776517', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '-0.08469186', 'gathered_avg_reward_std': '0.09192173', 'gathered_vlm_logprob_reward_mean': '-0.08469185', 'gathered_vlm_logprob_reward_std': '0.09192174', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08469185', 'gathered_vlm_token_credit_reward_std': '0.09192174', 'gathered_vlm_yes_no_margin_reward_mean': '3.81914091', 'gathered_vlm_yes_no_margin_reward_std': '0.65002620', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.09270249', 'gathered_ori_avg_reward_mean': '-0.08469185', 'gathered_ori_avg_reward_std': '0.09192174'} +2026-05-14 07:48:21.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:48:21.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:29.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_0/index_8760_seed_24004_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:49:35.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:49:59.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:59.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:59.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:13.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_0/index_8760_seed_24005_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:51:17.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:51:42.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:47.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:51:49.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.432 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 135 train_steps 5400 {'step': '135/10000', 'learning_rate': '0.00001000', 'loss': '-8.568e-08', 'grad_norm': '0.00573516', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.47875977', 'grpo_loop_time': '437.27359009', 'ref_model_time': '126.97775269', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88275051', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11800950', 'token_credit_video_advantage_mean': '3.632e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.568e-08', 'kl_loss': '0.00772306', 'kl_moving': '0.00772306', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '-0.11800949', 'gathered_avg_reward_std': '0.12250590', 'gathered_vlm_logprob_reward_mean': '-0.11800949', 'gathered_vlm_logprob_reward_std': '0.12250589', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11800949', 'gathered_vlm_token_credit_reward_std': '0.12250589', 'gathered_vlm_yes_no_margin_reward_mean': '3.40703130', 'gathered_vlm_yes_no_margin_reward_std': '0.82911468', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08992185', 'gathered_ori_avg_reward_mean': '-0.11800949', 'gathered_ori_avg_reward_std': '0.12250589'} +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:03:16.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:27.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_0/index_5260_seed_31378_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:04:35.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:05:01.876 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:05:01.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:05:01.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:11.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_0/index_5260_seed_31379_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:06:19.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:06:45.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:45.799 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:06:47.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.107 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 136 train_steps 5440 {'step': '136/10000', 'learning_rate': '0.00001000', 'loss': '3.818e-08', 'grad_norm': '0.00920605', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.84494019', 'grpo_loop_time': '438.12527466', 'ref_model_time': '125.41574097', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86805481', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13121913', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.818e-08', 'kl_loss': '0.00894496', 'kl_moving': '0.00894496', 'kl_stepwise': '-1.902e-08', 'gathered_avg_reward_mean': '-0.13121915', 'gathered_avg_reward_std': '0.12957662', 'gathered_vlm_logprob_reward_mean': '-0.13121915', 'gathered_vlm_logprob_reward_std': '0.12957661', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13121915', 'gathered_vlm_token_credit_reward_std': '0.12957661', 'gathered_vlm_yes_no_margin_reward_mean': '3.09492207', 'gathered_vlm_yes_no_margin_reward_std': '0.70023960', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569568', 'gathered_ori_avg_reward_mean': '-0.13121915', 'gathered_ori_avg_reward_std': '0.12957661'} +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:18:15.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:23.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_0/index_8451_seed_20629_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:19:30.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:19:55.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:55.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:55.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:09.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_0/index_8451_seed_20630_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:21:17.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:21:42.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:47.040 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:21:48.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.520 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 137 train_steps 5480 {'step': '137/10000', 'learning_rate': '0.00001000', 'loss': '3.166e-08', 'grad_norm': '0.00719047', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.27117920', 'grpo_loop_time': '437.66809082', 'ref_model_time': '126.06396484', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85422856', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08250256', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.512e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.166e-08', 'kl_loss': '0.00864587', 'kl_moving': '0.00864587', 'kl_stepwise': '-1.984e-08', 'gathered_avg_reward_mean': '-0.08250256', 'gathered_avg_reward_std': '0.07927519', 'gathered_vlm_logprob_reward_mean': '-0.08250256', 'gathered_vlm_logprob_reward_std': '0.07927519', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08250256', 'gathered_vlm_token_credit_reward_std': '0.07927519', 'gathered_vlm_yes_no_margin_reward_mean': '3.69687510', 'gathered_vlm_yes_no_margin_reward_std': '0.76212209', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.08250256', 'gathered_ori_avg_reward_std': '0.07927519'} +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:33:17.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:17.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:18.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:26.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_0/index_5609_seed_28072_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:34:33.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:35:01.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:35:01.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:35:01.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:13.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_0/index_5609_seed_28073_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:36:19.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:36:45.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:47.065 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:36:48.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.415 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:23.931 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 138 train_steps 5520 {'step': '138/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-08', 'grad_norm': '0.00694636', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.65737915', 'grpo_loop_time': '437.03948975', 'ref_model_time': '126.93262482', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87992877', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14039166', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-08', 'kl_loss': '0.00957795', 'kl_moving': '0.00957795', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '-0.14039168', 'gathered_avg_reward_std': '0.14511146', 'gathered_vlm_logprob_reward_mean': '-0.14039168', 'gathered_vlm_logprob_reward_std': '0.14511144', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14039168', 'gathered_vlm_token_credit_reward_std': '0.14511144', 'gathered_vlm_yes_no_margin_reward_mean': '3.25546861', 'gathered_vlm_yes_no_margin_reward_std': '0.72103536', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514586', 'gathered_ori_avg_reward_mean': '-0.14039168', 'gathered_ori_avg_reward_std': '0.14511144'} +2026-05-14 08:48:24.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:48:24.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:32.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_0/index_4937_seed_20629_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:49:40.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:50:08.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:50:08.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:50:08.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:19.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_0/index_4937_seed_20630_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:51:24.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:51:51.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:52.750 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:51:54.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.816 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 139 train_steps 5560 {'step': '139/10000', 'learning_rate': '0.00001000', 'loss': '1.062e-07', 'grad_norm': '0.00619996', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.90997314', 'grpo_loop_time': '436.14093018', 'ref_model_time': '127.88616943', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86878014', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10280116', 'token_credit_video_advantage_mean': '-6.333e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.062e-07', 'kl_loss': '0.00837587', 'kl_moving': '0.00837587', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.10280116', 'gathered_avg_reward_std': '0.10264365', 'gathered_vlm_logprob_reward_mean': '-0.10280116', 'gathered_vlm_logprob_reward_std': '0.10264365', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10280116', 'gathered_vlm_token_credit_reward_std': '0.10264365', 'gathered_vlm_yes_no_margin_reward_mean': '3.32070303', 'gathered_vlm_yes_no_margin_reward_std': '0.64705700', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.10280116', 'gathered_ori_avg_reward_std': '0.10264365'} +2026-05-14 09:03:24.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:03:25.166 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:34.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_0/index_6887_seed_19194_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:04:42.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:05:09.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:05:09.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:05:09.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:19.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_0/index_6887_seed_19195_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:06:26.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:06:52.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:53.246 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:06:54.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:18:31.188 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 140 train_steps 5600 {'step': '140/10000', 'learning_rate': '0.00001000', 'loss': '-8.196e-08', 'grad_norm': '0.00937190', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.19720459', 'grpo_loop_time': '435.30831909', 'ref_model_time': '126.72125244', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87025434', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12402493', 'token_credit_video_advantage_mean': '5.169e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.196e-08', 'kl_loss': '0.00988519', 'kl_moving': '0.00988519', 'kl_stepwise': '-1.872e-08', 'gathered_avg_reward_mean': '-0.12402493', 'gathered_avg_reward_std': '0.13305739', 'gathered_vlm_logprob_reward_mean': '-0.12402493', 'gathered_vlm_logprob_reward_std': '0.13305740', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12402493', 'gathered_vlm_token_credit_reward_std': '0.13305740', 'gathered_vlm_yes_no_margin_reward_mean': '3.48906279', 'gathered_vlm_yes_no_margin_reward_std': '0.89832604', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11659224', 'gathered_ori_avg_reward_mean': '-0.12402493', 'gathered_ori_avg_reward_std': '0.13305740'} +2026-05-14 09:19:26.267 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:19:29.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:39.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_0/index_9944_seed_13142_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:20:46.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:21:11.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:21:11.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:21:11.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:22:23.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_0/index_9944_seed_13143_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:22:30.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:22:57.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.336 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:01.351 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:23:02.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.201 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 141 train_steps 5640 {'step': '141/10000', 'learning_rate': '0.00001000', 'loss': '1.770e-08', 'grad_norm': '0.00606315', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.11596680', 'grpo_loop_time': '434.86517334', 'ref_model_time': '129.25137329', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87780005', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.25508320', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.770e-08', 'kl_loss': '0.00762439', 'kl_moving': '0.00762439', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '-0.25508323', 'gathered_avg_reward_std': '0.27614200', 'gathered_vlm_logprob_reward_mean': '-0.25508323', 'gathered_vlm_logprob_reward_std': '0.27614200', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.25508323', 'gathered_vlm_token_credit_reward_std': '0.27614200', 'gathered_vlm_yes_no_margin_reward_mean': '2.91015625', 'gathered_vlm_yes_no_margin_reward_std': '1.20300508', 'gathered_vlm_yes_ratio_reward_mean': '0.89062500', 'gathered_vlm_yes_ratio_reward_std': '0.16174704', 'gathered_ori_avg_reward_mean': '-0.25508323', 'gathered_ori_avg_reward_std': '0.27614200'} +2026-05-14 09:34:33.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:34:33.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:42.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_0/index_2462_seed_16563_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:35:50.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:36:15.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:15.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:15.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:37:25.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_0/index_2462_seed_16564_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:37:33.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:37:58.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:02.149 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:38:03.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.428 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.189 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 142 train_steps 5680 {'step': '142/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00508320', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.08349609', 'grpo_loop_time': '435.77105713', 'ref_model_time': '126.91192627', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88335240', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14674486', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00775137', 'kl_moving': '0.00775137', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.14674488', 'gathered_avg_reward_std': '0.18118116', 'gathered_vlm_logprob_reward_mean': '-0.14674488', 'gathered_vlm_logprob_reward_std': '0.18118116', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14674488', 'gathered_vlm_token_credit_reward_std': '0.18118116', 'gathered_vlm_yes_no_margin_reward_mean': '3.43750000', 'gathered_vlm_yes_no_margin_reward_std': '0.97952682', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.10000000', 'gathered_ori_avg_reward_mean': '-0.14674488', 'gathered_ori_avg_reward_std': '0.18118116'} +2026-05-14 09:49:32.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:49:32.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:32.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:33.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:41.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_0/index_7728_seed_5274_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:50:47.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:51:12.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:12.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:12.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:52:25.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_0/index_7728_seed_5275_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:52:32.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:52:59.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:00.563 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:53:02.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:31.896 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 143 train_steps 5720 {'step': '143/10000', 'learning_rate': '0.00001000', 'loss': '2.515e-08', 'grad_norm': '0.00819565', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.93753052', 'grpo_loop_time': '434.82427979', 'ref_model_time': '127.56882477', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86676919', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09312622', 'token_credit_video_advantage_mean': '-2.142e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.515e-08', 'kl_loss': '0.00878455', 'kl_moving': '0.00878455', 'kl_stepwise': '-1.983e-08', 'gathered_avg_reward_mean': '-0.09312622', 'gathered_avg_reward_std': '0.10605731', 'gathered_vlm_logprob_reward_mean': '-0.09312622', 'gathered_vlm_logprob_reward_std': '0.10605731', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09312622', 'gathered_vlm_token_credit_reward_std': '0.10605731', 'gathered_vlm_yes_no_margin_reward_mean': '3.78750038', 'gathered_vlm_yes_no_margin_reward_std': '0.96386880', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.07500000', 'gathered_ori_avg_reward_mean': '-0.09312622', 'gathered_ori_avg_reward_std': '0.10605731'} +2026-05-14 10:04:32.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:04:32.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:40.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_0/index_5308_seed_8721_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:05:47.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:06:13.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:13.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:13.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:07:25.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_0/index_5308_seed_8722_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:07:32.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:08:01.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.221 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:01.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:08:02.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.035 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 144 train_steps 5760 {'step': '144/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-10', 'grad_norm': '0.00537075', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.77966309', 'grpo_loop_time': '433.79663086', 'ref_model_time': '126.19902802', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84901953', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14386573', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.00808607', 'kl_moving': '0.00808607', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '-0.14386573', 'gathered_avg_reward_std': '0.13646258', 'gathered_vlm_logprob_reward_mean': '-0.14386573', 'gathered_vlm_logprob_reward_std': '0.13646258', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14386573', 'gathered_vlm_token_credit_reward_std': '0.13646258', 'gathered_vlm_yes_no_margin_reward_mean': '3.31093740', 'gathered_vlm_yes_no_margin_reward_std': '0.99847412', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.14386573', 'gathered_ori_avg_reward_std': '0.13646258'} +2026-05-14 10:19:29.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:19:29.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:40.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_0/index_5288_seed_8132_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:20:47.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:21:14.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:21:14.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:21:14.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:22:25.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_0/index_5288_seed_8133_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:22:32.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:23:01.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:02.379 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:23:03.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.213 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 145 train_steps 5800 {'step': '145/10000', 'learning_rate': '0.00001000', 'loss': '-1.215e-07', 'grad_norm': '0.00548542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.79226685', 'grpo_loop_time': '433.10119629', 'ref_model_time': '131.41340637', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88527334', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10500789', 'token_credit_video_advantage_mean': '7.427e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.428e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.215e-07', 'kl_loss': '0.00767319', 'kl_moving': '0.00767319', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.10500789', 'gathered_avg_reward_std': '0.11218993', 'gathered_vlm_logprob_reward_mean': '-0.10500789', 'gathered_vlm_logprob_reward_std': '0.11218993', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10500789', 'gathered_vlm_token_credit_reward_std': '0.11218993', 'gathered_vlm_yes_no_margin_reward_mean': '3.51289082', 'gathered_vlm_yes_no_margin_reward_std': '0.81077939', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076781', 'gathered_ori_avg_reward_mean': '-0.10500789', 'gathered_ori_avg_reward_std': '0.11218993'} +2026-05-14 10:34:35.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:34:35.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:43.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_0/index_3878_seed_25920_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:35:47.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:36:13.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:13.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:13.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:37:27.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_0/index_3878_seed_25921_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:37:35.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:38:00.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.165 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:02.186 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:38:03.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:31.892 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 146 train_steps 5840 {'step': '146/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-07', 'grad_norm': '0.00462158', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.84606934', 'grpo_loop_time': '437.49835205', 'ref_model_time': '125.87053680', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84718663', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12953579', 'token_credit_video_advantage_mean': '7.451e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.410e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.024e-07', 'kl_loss': '0.00771532', 'kl_moving': '0.00771532', 'kl_stepwise': '-1.873e-08', 'gathered_avg_reward_mean': '-0.12953581', 'gathered_avg_reward_std': '0.15727268', 'gathered_vlm_logprob_reward_mean': '-0.12953581', 'gathered_vlm_logprob_reward_std': '0.15727268', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12953581', 'gathered_vlm_token_credit_reward_std': '0.15727268', 'gathered_vlm_yes_no_margin_reward_mean': '3.45039082', 'gathered_vlm_yes_no_margin_reward_std': '0.95578510', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806248', 'gathered_ori_avg_reward_mean': '-0.12953581', 'gathered_ori_avg_reward_std': '0.15727268'} +2026-05-14 10:49:32.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:49:32.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:43.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_0/index_1422_seed_4519_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:50:50.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:51:15.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:15.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:15.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:52:24.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_0/index_1422_seed_4520_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:52:29.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:52:54.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:00.401 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:53:01.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:31.940 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 147 train_steps 5880 {'step': '147/10000', 'learning_rate': '0.00001000', 'loss': '-3.632e-08', 'grad_norm': '0.00683146', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.45098877', 'grpo_loop_time': '435.89083862', 'ref_model_time': '126.62244415', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86553156', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12005955', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.632e-08', 'kl_loss': '0.00787338', 'kl_moving': '0.00787338', 'kl_stepwise': '-1.880e-08', 'gathered_avg_reward_mean': '-0.12005953', 'gathered_avg_reward_std': '0.15078853', 'gathered_vlm_logprob_reward_mean': '-0.12005955', 'gathered_vlm_logprob_reward_std': '0.15078853', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12005955', 'gathered_vlm_token_credit_reward_std': '0.15078853', 'gathered_vlm_yes_no_margin_reward_mean': '3.60312510', 'gathered_vlm_yes_no_margin_reward_std': '0.83581334', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.09473442', 'gathered_ori_avg_reward_mean': '-0.12005955', 'gathered_ori_avg_reward_std': '0.15078853'} +2026-05-14 11:04:32.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:04:32.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:40.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_0/index_9458_seed_866_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:05:47.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:06:13.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:13.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:13.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:22.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_0/index_9458_seed_867_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:07:28.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:07:55.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.731 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:56.765 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:07:58.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.168 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 148 train_steps 5920 {'step': '148/10000', 'learning_rate': '0.00001000', 'loss': '-2.328e-08', 'grad_norm': '0.00562825', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.12988281', 'grpo_loop_time': '435.23171997', 'ref_model_time': '125.30712128', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86401987', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16981325', 'token_credit_video_advantage_mean': '1.071e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.388e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.328e-08', 'kl_loss': '0.00859293', 'kl_moving': '0.00859294', 'kl_stepwise': '-1.933e-08', 'gathered_avg_reward_mean': '-0.16981325', 'gathered_avg_reward_std': '0.12881337', 'gathered_vlm_logprob_reward_mean': '-0.16981325', 'gathered_vlm_logprob_reward_std': '0.12881339', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16981325', 'gathered_vlm_token_credit_reward_std': '0.12881339', 'gathered_vlm_yes_no_margin_reward_mean': '3.02109385', 'gathered_vlm_yes_no_margin_reward_std': '0.77813405', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09921567', 'gathered_ori_avg_reward_mean': '-0.16981325', 'gathered_ori_avg_reward_std': '0.12881339'} +2026-05-14 11:19:23.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:19:23.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:31.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_0/index_3484_seed_26788_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:20:38.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:21:03.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:21:03.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:21:03.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:14.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_0/index_3484_seed_26789_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:22:22.463 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:22:48.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:48.965 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:22:50.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.333 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 149 train_steps 5960 {'step': '149/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00873221', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.53439331', 'grpo_loop_time': '434.16796875', 'ref_model_time': '129.65374756', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85611284', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10667833', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.488e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00947417', 'kl_moving': '0.00947417', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.10667832', 'gathered_avg_reward_std': '0.12730879', 'gathered_vlm_logprob_reward_mean': '-0.10667832', 'gathered_vlm_logprob_reward_std': '0.12730879', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10667832', 'gathered_vlm_token_credit_reward_std': '0.12730879', 'gathered_vlm_yes_no_margin_reward_mean': '3.76601577', 'gathered_vlm_yes_no_margin_reward_std': '1.01592171', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354143', 'gathered_ori_avg_reward_mean': '-0.10667832', 'gathered_ori_avg_reward_std': '0.12730879'} +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:34:20.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:27.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_0/index_4688_seed_3903_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:35:33.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:36:02.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:36:02.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:36:02.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:11.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_0/index_4688_seed_3904_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:37:19.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:37:46.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:46.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:37:48.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:49:19.637 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 150 train_steps 6000 {'step': '150/10000', 'learning_rate': '0.00001000', 'loss': '4.191e-09', 'grad_norm': '0.00621176', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.37445068', 'grpo_loop_time': '435.39709473', 'ref_model_time': '127.70164490', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85195315', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15689965', 'token_credit_video_advantage_mean': '-1.281e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.00984120', 'kl_moving': '0.00984121', 'kl_stepwise': '-2.049e-08', 'gathered_avg_reward_mean': '-0.15689962', 'gathered_avg_reward_std': '0.16837217', 'gathered_vlm_logprob_reward_mean': '-0.15689963', 'gathered_vlm_logprob_reward_std': '0.16837218', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15689963', 'gathered_vlm_token_credit_reward_std': '0.16837218', 'gathered_vlm_yes_no_margin_reward_mean': '3.46015620', 'gathered_vlm_yes_no_margin_reward_std': '0.88962901', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.12050511', 'gathered_ori_avg_reward_mean': '-0.15689963', 'gathered_ori_avg_reward_std': '0.16837218'} +2026-05-14 11:50:11.592 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:50:14.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:23.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_0/index_4044_seed_18127_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:51:29.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:51:54.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:54.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:54.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:07.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_0/index_4044_seed_18128_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:53:13.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:53:39.166 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:40.784 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:53:41.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.230 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 151 train_steps 6040 {'step': '151/10000', 'learning_rate': '0.00001000', 'loss': '-1.192e-07', 'grad_norm': '0.00843171', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.85153198', 'grpo_loop_time': '433.42871094', 'ref_model_time': '124.25988770', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88901043', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.21662255', 'token_credit_video_advantage_mean': '6.426e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.192e-07', 'kl_loss': '0.00843134', 'kl_moving': '0.00843134', 'kl_stepwise': '-1.956e-08', 'gathered_avg_reward_mean': '-0.21662255', 'gathered_avg_reward_std': '0.27021176', 'gathered_vlm_logprob_reward_mean': '-0.21662253', 'gathered_vlm_logprob_reward_std': '0.27021176', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.21662253', 'gathered_vlm_token_credit_reward_std': '0.27021176', 'gathered_vlm_yes_no_margin_reward_mean': '3.12070298', 'gathered_vlm_yes_no_margin_reward_std': '1.08525777', 'gathered_vlm_yes_ratio_reward_mean': '0.93125004', 'gathered_vlm_yes_ratio_reward_std': '0.11842059', 'gathered_ori_avg_reward_mean': '-0.21662253', 'gathered_ori_avg_reward_std': '0.27021176'} +2026-05-14 12:05:05.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:05:05.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:15.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_0/index_1029_seed_33428_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:06:20.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:06:44.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:44.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:44.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:07:58.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_0/index_1029_seed_33429_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:08:04.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:08:29.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:33.806 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:08:35.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.506 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.121 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 152 train_steps 6080 {'step': '152/10000', 'learning_rate': '0.00001000', 'loss': '-5.495e-08', 'grad_norm': '0.00558864', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.99804688', 'grpo_loop_time': '436.76721191', 'ref_model_time': '126.08378601', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88580561', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07895382', 'token_credit_video_advantage_mean': '1.863e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.681e-08', 'kl_loss': '0.00720119', 'kl_moving': '0.00720120', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '-0.07895382', 'gathered_avg_reward_std': '0.06918966', 'gathered_vlm_logprob_reward_mean': '-0.07895382', 'gathered_vlm_logprob_reward_std': '0.06918966', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07895382', 'gathered_vlm_token_credit_reward_std': '0.06918966', 'gathered_vlm_yes_no_margin_reward_mean': '3.75000000', 'gathered_vlm_yes_no_margin_reward_std': '0.75191164', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841230', 'gathered_ori_avg_reward_mean': '-0.07895382', 'gathered_ori_avg_reward_std': '0.06918966'} +2026-05-14 12:20:00.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:20:00.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:08.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_0/index_2212_seed_5570_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:21:12.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:21:38.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:38.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:38.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:22:51.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_0/index_2212_seed_5571_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:22:55.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:23:21.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.546 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:21.578 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:23:23.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.170 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 153 train_steps 6120 {'step': '153/10000', 'learning_rate': '0.00001000', 'loss': '-6.892e-08', 'grad_norm': '0.02316909', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.18081665', 'grpo_loop_time': '434.39831543', 'ref_model_time': '128.43571472', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85871899', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09175324', 'token_credit_video_advantage_mean': '3.539e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.892e-08', 'kl_loss': '0.00871311', 'kl_moving': '0.00871311', 'kl_stepwise': '-1.941e-08', 'gathered_avg_reward_mean': '-0.09175324', 'gathered_avg_reward_std': '0.07978524', 'gathered_vlm_logprob_reward_mean': '-0.09175324', 'gathered_vlm_logprob_reward_std': '0.07978524', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09175324', 'gathered_vlm_token_credit_reward_std': '0.07978524', 'gathered_vlm_yes_no_margin_reward_mean': '3.63124990', 'gathered_vlm_yes_no_margin_reward_std': '0.76180804', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.09175324', 'gathered_ori_avg_reward_std': '0.07978524'} +2026-05-14 12:34:53.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:34:53.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:36:01.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_0/index_9823_seed_31536_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:36:08.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:36:35.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:35.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:35.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:37:41.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_0/index_9823_seed_31537_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:37:49.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:38:15.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:17.019 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:38:18.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.691 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 154 train_steps 6160 {'step': '154/10000', 'learning_rate': '0.00001000', 'loss': '-6.985e-08', 'grad_norm': '0.00584486', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.55468750', 'grpo_loop_time': '433.84548950', 'ref_model_time': '126.46839905', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88249904', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10054386', 'token_credit_video_advantage_mean': '4.005e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.985e-08', 'kl_loss': '0.00798745', 'kl_moving': '0.00798745', 'kl_stepwise': '-2.008e-08', 'gathered_avg_reward_mean': '-0.10054386', 'gathered_avg_reward_std': '0.09139968', 'gathered_vlm_logprob_reward_mean': '-0.10054386', 'gathered_vlm_logprob_reward_std': '0.09139968', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10054386', 'gathered_vlm_token_credit_reward_std': '0.09139968', 'gathered_vlm_yes_no_margin_reward_mean': '3.70117188', 'gathered_vlm_yes_no_margin_reward_std': '1.00168240', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.10054386', 'gathered_ori_avg_reward_std': '0.09139968'} +2026-05-14 12:49:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:49:47.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:55.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_0/index_2876_seed_14120_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:51:03.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:51:29.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:29.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:29.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:52:36.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_0/index_2876_seed_14121_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:52:43.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:53:08.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:11.450 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:53:13.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.051 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 155 train_steps 6200 {'step': '155/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-09', 'grad_norm': '0.00634177', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.70434570', 'grpo_loop_time': '433.29061890', 'ref_model_time': '123.78497314', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88986516', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09997596', 'token_credit_video_advantage_mean': '8.615e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.399e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.00884300', 'kl_moving': '0.00884300', 'kl_stepwise': '-1.898e-08', 'gathered_avg_reward_mean': '-0.09997596', 'gathered_avg_reward_std': '0.11374088', 'gathered_vlm_logprob_reward_mean': '-0.09997595', 'gathered_vlm_logprob_reward_std': '0.11374088', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09997595', 'gathered_vlm_token_credit_reward_std': '0.11374088', 'gathered_vlm_yes_no_margin_reward_mean': '3.59609389', 'gathered_vlm_yes_no_margin_reward_std': '0.91249156', 'gathered_vlm_yes_ratio_reward_mean': '0.95624995', 'gathered_vlm_yes_ratio_reward_std': '0.08992183', 'gathered_ori_avg_reward_mean': '-0.09997595', 'gathered_ori_avg_reward_std': '0.11374088'} +2026-05-14 13:04:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:04:35.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:42.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_0/index_8512_seed_14125_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:05:48.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:06:13.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:13.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:13.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:23.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_0/index_8512_seed_14126_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:07:29.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:07:53.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:07:59.717 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:08:01.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.504 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 156 train_steps 6240 {'step': '156/10000', 'learning_rate': '0.00001000', 'loss': '5.215e-08', 'grad_norm': '0.00957558', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.98516846', 'grpo_loop_time': '433.43917847', 'ref_model_time': '125.22351074', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85011512', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06205475', 'token_credit_video_advantage_mean': '-1.770e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.843e-08', 'kl_loss': '0.01017540', 'kl_moving': '0.01017540', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '-0.06205475', 'gathered_avg_reward_std': '0.07134270', 'gathered_vlm_logprob_reward_mean': '-0.06205475', 'gathered_vlm_logprob_reward_std': '0.07134270', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06205475', 'gathered_vlm_token_credit_reward_std': '0.07134270', 'gathered_vlm_yes_no_margin_reward_mean': '3.98203135', 'gathered_vlm_yes_no_margin_reward_std': '0.64770436', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242182', 'gathered_ori_avg_reward_mean': '-0.06205475', 'gathered_ori_avg_reward_std': '0.07134270'} +2026-05-14 13:19:21.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:19:21.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:21.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:29.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_0/index_211_seed_8980_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:20:36.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:21:03.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:21:03.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:21:03.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:12.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_0/index_211_seed_8981_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:22:19.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:22:44.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:22:48.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.171 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 157 train_steps 6280 {'step': '157/10000', 'learning_rate': '0.00001000', 'loss': '-3.097e-08', 'grad_norm': '0.00631684', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.88815308', 'grpo_loop_time': '434.77072144', 'ref_model_time': '126.32881927', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85408294', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08431951', 'token_credit_video_advantage_mean': '1.537e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.360e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.097e-08', 'kl_loss': '0.00832724', 'kl_moving': '0.00832725', 'kl_stepwise': '-1.894e-08', 'gathered_avg_reward_mean': '-0.08431951', 'gathered_avg_reward_std': '0.08204105', 'gathered_vlm_logprob_reward_mean': '-0.08431950', 'gathered_vlm_logprob_reward_std': '0.08204105', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08431950', 'gathered_vlm_token_credit_reward_std': '0.08204105', 'gathered_vlm_yes_no_margin_reward_mean': '3.62890625', 'gathered_vlm_yes_no_margin_reward_std': '0.89677393', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.08431950', 'gathered_ori_avg_reward_std': '0.08204105'} +2026-05-14 13:34:18.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:34:18.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:25.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_0/index_9845_seed_20996_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:35:32.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:35:58.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:58.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:58.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_0/index_9845_seed_20997_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:37:17.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:37:42.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:48.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:37:50.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:21.718 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 158 train_steps 6320 {'step': '158/10000', 'learning_rate': '0.00001000', 'loss': '-2.980e-08', 'grad_norm': '0.01198163', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.01583862', 'grpo_loop_time': '436.92031860', 'ref_model_time': '127.35976410', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87256765', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10852413', 'token_credit_video_advantage_mean': '2.119e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.383e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.980e-08', 'kl_loss': '0.01063280', 'kl_moving': '0.01063280', 'kl_stepwise': '-1.945e-08', 'gathered_avg_reward_mean': '-0.10852413', 'gathered_avg_reward_std': '0.12964067', 'gathered_vlm_logprob_reward_mean': '-0.10852413', 'gathered_vlm_logprob_reward_std': '0.12964067', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10852413', 'gathered_vlm_token_credit_reward_std': '0.12964067', 'gathered_vlm_yes_no_margin_reward_mean': '3.79843760', 'gathered_vlm_yes_no_margin_reward_std': '0.88602298', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806247', 'gathered_ori_avg_reward_mean': '-0.10852413', 'gathered_ori_avg_reward_std': '0.12964067'} +2026-05-14 13:49:22.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:49:22.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:30.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_0/index_6871_seed_32862_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:50:35.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:51:06.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:51:06.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:51:06.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:16.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_0/index_6871_seed_32863_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:52:21.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:52:48.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:49.835 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:52:51.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.641 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 159 train_steps 6360 {'step': '159/10000', 'learning_rate': '0.00001000', 'loss': '4.983e-08', 'grad_norm': '0.00861830', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.39636230', 'grpo_loop_time': '436.93505859', 'ref_model_time': '125.38737488', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86303324', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15196186', 'token_credit_video_advantage_mean': '-3.772e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.610e-08', 'kl_loss': '0.00963660', 'kl_moving': '0.00963660', 'kl_stepwise': '-1.897e-08', 'gathered_avg_reward_mean': '-0.15196188', 'gathered_avg_reward_std': '0.24452345', 'gathered_vlm_logprob_reward_mean': '-0.15196188', 'gathered_vlm_logprob_reward_std': '0.24452344', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15196188', 'gathered_vlm_token_credit_reward_std': '0.24452344', 'gathered_vlm_yes_no_margin_reward_mean': '3.53085947', 'gathered_vlm_yes_no_margin_reward_std': '0.98758644', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837547', 'gathered_ori_avg_reward_mean': '-0.15196188', 'gathered_ori_avg_reward_std': '0.24452344'} +2026-05-14 14:04:23.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:04:23.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:23.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:23.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:31.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_0/index_118_seed_28482_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:05:36.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:06:02.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:06:02.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:06:02.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:14.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_0/index_118_seed_28483_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:07:20.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:07:44.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:48.460 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:07:49.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:19:20.934 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 160 train_steps 6400 {'step': '160/10000', 'learning_rate': '0.00001000', 'loss': '-9.499e-08', 'grad_norm': '0.00973919', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.34960938', 'grpo_loop_time': '435.67294312', 'ref_model_time': '126.32759857', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87530553', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07573327', 'token_credit_video_advantage_mean': '7.171e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.686e-08', 'kl_loss': '0.01046623', 'kl_moving': '0.01046624', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.07573327', 'gathered_avg_reward_std': '0.10158499', 'gathered_vlm_logprob_reward_mean': '-0.07573327', 'gathered_vlm_logprob_reward_std': '0.10158501', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07573327', 'gathered_vlm_token_credit_reward_std': '0.10158501', 'gathered_vlm_yes_no_margin_reward_mean': '3.90234375', 'gathered_vlm_yes_no_margin_reward_std': '1.00961888', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.07573327', 'gathered_ori_avg_reward_std': '0.10158501'} +2026-05-14 14:20:14.000 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:20:16.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:27.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_0/index_4677_seed_31510_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:21:34.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:22:01.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:22:01.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:22:01.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:10.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_0/index_4677_seed_31511_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:23:15.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:23:39.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.311 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:42.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:23:43.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:10.867 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 161 train_steps 6440 {'step': '161/10000', 'learning_rate': '0.00001000', 'loss': '-7.078e-08', 'grad_norm': '0.01146815', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.77090454', 'grpo_loop_time': '437.76779175', 'ref_model_time': '127.55874634', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87082744', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05287471', 'token_credit_video_advantage_mean': '5.204e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.078e-08', 'kl_loss': '0.00939288', 'kl_moving': '0.00939288', 'kl_stepwise': '-1.867e-08', 'gathered_avg_reward_mean': '-0.05287471', 'gathered_avg_reward_std': '0.05202767', 'gathered_vlm_logprob_reward_mean': '-0.05287471', 'gathered_vlm_logprob_reward_std': '0.05202767', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05287471', 'gathered_vlm_token_credit_reward_std': '0.05202767', 'gathered_vlm_yes_no_margin_reward_mean': '3.91249990', 'gathered_vlm_yes_no_margin_reward_std': '0.82732868', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.05287471', 'gathered_ori_avg_reward_std': '0.05202767'} +2026-05-14 14:35:11.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:35:11.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:18.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_0/index_8624_seed_17155_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:36:23.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:36:49.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:49.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:49.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:00.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_0/index_8624_seed_17156_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:38:04.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:38:33.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:36.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:38:37.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.523 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 162 train_steps 6480 {'step': '162/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00593862', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.04330444', 'grpo_loop_time': '435.84387207', 'ref_model_time': '127.41348267', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86704266', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10380456', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00893549', 'kl_moving': '0.00893550', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '-0.10380457', 'gathered_avg_reward_std': '0.11354670', 'gathered_vlm_logprob_reward_mean': '-0.10380455', 'gathered_vlm_logprob_reward_std': '0.11354671', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10380455', 'gathered_vlm_token_credit_reward_std': '0.11354671', 'gathered_vlm_yes_no_margin_reward_mean': '3.56015611', 'gathered_vlm_yes_no_margin_reward_std': '0.73955899', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.10380455', 'gathered_ori_avg_reward_std': '0.11354671'} +2026-05-14 14:50:06.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:50:06.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:06.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:14.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_0/index_3190_seed_19671_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:51:21.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:51:45.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:45.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:45.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:52:57.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_0/index_3190_seed_19672_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:53:01.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:53:29.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:32.239 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:53:33.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.325 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 163 train_steps 6520 {'step': '163/10000', 'learning_rate': '0.00001000', 'loss': '-4.377e-08', 'grad_norm': '0.00899858', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.58303833', 'grpo_loop_time': '436.34231567', 'ref_model_time': '126.69240570', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86244935', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10958228', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.381e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.377e-08', 'kl_loss': '0.00855309', 'kl_moving': '0.00855309', 'kl_stepwise': '-1.878e-08', 'gathered_avg_reward_mean': '-0.10958228', 'gathered_avg_reward_std': '0.10320640', 'gathered_vlm_logprob_reward_mean': '-0.10958228', 'gathered_vlm_logprob_reward_std': '0.10320640', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10958228', 'gathered_vlm_token_credit_reward_std': '0.10320640', 'gathered_vlm_yes_no_margin_reward_mean': '3.45859385', 'gathered_vlm_yes_no_margin_reward_std': '0.83948243', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.10958228', 'gathered_ori_avg_reward_std': '0.10320640'} +2026-05-14 15:04:59.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:04:59.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:04:59.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:07.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_0/index_1399_seed_15704_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:06:15.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:06:40.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:40.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:40.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:07:49.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_0/index_1399_seed_15705_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:07:56.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:08:27.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:27.729 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:08:29.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.071 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 164 train_steps 6560 {'step': '164/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.01331000', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.77267456', 'grpo_loop_time': '438.02154541', 'ref_model_time': '129.09799194', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87477857', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07687542', 'token_credit_video_advantage_mean': '1.537e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.00942062', 'kl_moving': '0.00942062', 'kl_stepwise': '-1.848e-08', 'gathered_avg_reward_mean': '-0.07687541', 'gathered_avg_reward_std': '0.12877491', 'gathered_vlm_logprob_reward_mean': '-0.07687542', 'gathered_vlm_logprob_reward_std': '0.12877491', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07687542', 'gathered_vlm_token_credit_reward_std': '0.12877491', 'gathered_vlm_yes_no_margin_reward_mean': '3.95390606', 'gathered_vlm_yes_no_margin_reward_std': '1.00316119', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.07173900', 'gathered_ori_avg_reward_mean': '-0.07687542', 'gathered_ori_avg_reward_std': '0.12877491'} +2026-05-14 15:20:03.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:20:03.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:11.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_0/index_2623_seed_17235_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:21:17.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:21:43.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:43.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:43.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:22:56.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_0/index_2623_seed_17236_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:23:03.589 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:23:29.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.371 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:30.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:23:31.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.388 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 165 train_steps 6600 {'step': '165/10000', 'learning_rate': '0.00001000', 'loss': '-7.695e-08', 'grad_norm': '0.00796507', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.45507812', 'grpo_loop_time': '435.14212036', 'ref_model_time': '130.96223450', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87494749', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11133903', 'token_credit_video_advantage_mean': '6.612e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.695e-08', 'kl_loss': '0.00903502', 'kl_moving': '0.00903502', 'kl_stepwise': '-1.931e-08', 'gathered_avg_reward_mean': '-0.11133903', 'gathered_avg_reward_std': '0.09243222', 'gathered_vlm_logprob_reward_mean': '-0.11133904', 'gathered_vlm_logprob_reward_std': '0.09243222', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11133904', 'gathered_vlm_token_credit_reward_std': '0.09243222', 'gathered_vlm_yes_no_margin_reward_mean': '3.49687505', 'gathered_vlm_yes_no_margin_reward_std': '0.97204590', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261844', 'gathered_ori_avg_reward_mean': '-0.11133904', 'gathered_ori_avg_reward_std': '0.09243222'} +2026-05-14 15:35:01.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:35:01.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:08.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_0/index_5670_seed_16870_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:36:14.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:36:41.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:41.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:41.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:37:47.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_0/index_5670_seed_16871_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:37:53.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:38:20.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:20.525 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:38:21.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.483 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 166 train_steps 6640 {'step': '166/10000', 'learning_rate': '0.00001000', 'loss': '6.054e-08', 'grad_norm': '0.01675925', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '325.34375000', 'grpo_loop_time': '433.75888062', 'ref_model_time': '124.20941925', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86943090', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09172035', 'token_credit_video_advantage_mean': '-4.540e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.382e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.054e-08', 'kl_loss': '0.00903507', 'kl_moving': '0.00903507', 'kl_stepwise': '-1.810e-08', 'gathered_avg_reward_mean': '-0.09172036', 'gathered_avg_reward_std': '0.07436197', 'gathered_vlm_logprob_reward_mean': '-0.09172036', 'gathered_vlm_logprob_reward_std': '0.07436196', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09172036', 'gathered_vlm_token_credit_reward_std': '0.07436196', 'gathered_vlm_yes_no_margin_reward_mean': '3.53007793', 'gathered_vlm_yes_no_margin_reward_std': '0.90052265', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.09172036', 'gathered_ori_avg_reward_std': '0.07436196'} +2026-05-14 15:49:48.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:49:48.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:49.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:56.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_0/index_9254_seed_15485_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:51:02.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:51:28.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:28.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:28.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:52:40.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_0/index_9254_seed_15486_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:52:48.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:53:14.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:14.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:53:15.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:38.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.828 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 167 train_steps 6680 {'step': '167/10000', 'learning_rate': '0.00001000', 'loss': '-1.802e-07', 'grad_norm': '0.01205340', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.33728027', 'grpo_loop_time': '433.24679565', 'ref_model_time': '127.59934998', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87288666', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07317410', 'token_credit_video_advantage_mean': '1.208e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.839e-07', 'kl_loss': '0.01000072', 'kl_moving': '0.01000072', 'kl_stepwise': '-2.034e-08', 'gathered_avg_reward_mean': '-0.07317410', 'gathered_avg_reward_std': '0.07728636', 'gathered_vlm_logprob_reward_mean': '-0.07317410', 'gathered_vlm_logprob_reward_std': '0.07728636', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07317410', 'gathered_vlm_token_credit_reward_std': '0.07728636', 'gathered_vlm_yes_no_margin_reward_mean': '3.82890630', 'gathered_vlm_yes_no_margin_reward_std': '0.98749220', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.07317410', 'gathered_ori_avg_reward_std': '0.07728636'} +2026-05-14 16:04:38.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:04:39.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:49.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_0/index_6713_seed_23219_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:05:55.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:06:20.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:20.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:20.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:07:28.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_0/index_6713_seed_23220_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:07:36.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:08:04.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:04.369 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:08:05.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.303 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 168 train_steps 6720 {'step': '168/10000', 'learning_rate': '0.00001000', 'loss': '-8.009e-08', 'grad_norm': '0.00993497', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.39962769', 'grpo_loop_time': '434.44860840', 'ref_model_time': '127.66775513', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87014985', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10810183', 'token_credit_video_advantage_mean': '4.703e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.009e-08', 'kl_loss': '0.00963995', 'kl_moving': '0.00963995', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '-0.10810182', 'gathered_avg_reward_std': '0.11950764', 'gathered_vlm_logprob_reward_mean': '-0.10810183', 'gathered_vlm_logprob_reward_std': '0.11950763', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10810183', 'gathered_vlm_token_credit_reward_std': '0.11950763', 'gathered_vlm_yes_no_margin_reward_mean': '3.68007803', 'gathered_vlm_yes_no_margin_reward_std': '1.09306407', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180269', 'gathered_ori_avg_reward_mean': '-0.10810183', 'gathered_ori_avg_reward_std': '0.11950763'} +2026-05-14 16:19:33.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:19:33.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:43.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_0/index_6348_seed_27062_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:20:49.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:21:16.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:16.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:16.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:22:32.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_0/index_6348_seed_27063_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:22:37.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:23:02.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:04.257 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:23:05.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.374 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 169 train_steps 6760 {'step': '169/10000', 'learning_rate': '0.00001000', 'loss': '-5.309e-08', 'grad_norm': '0.00888854', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.50964355', 'grpo_loop_time': '432.29074097', 'ref_model_time': '126.30496216', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85725772', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07359116', 'token_credit_video_advantage_mean': '3.632e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.309e-08', 'kl_loss': '0.01072768', 'kl_moving': '0.01072768', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.07359116', 'gathered_avg_reward_std': '0.06941149', 'gathered_vlm_logprob_reward_mean': '-0.07359116', 'gathered_vlm_logprob_reward_std': '0.06941148', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07359116', 'gathered_vlm_token_credit_reward_std': '0.06941148', 'gathered_vlm_yes_no_margin_reward_mean': '3.55351567', 'gathered_vlm_yes_no_margin_reward_std': '0.65510124', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.07359116', 'gathered_ori_avg_reward_std': '0.06941148'} +2026-05-14 16:34:33.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:34:33.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:45.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_0/index_2266_seed_11959_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:35:53.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:36:22.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:22.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:22.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:37:29.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_0/index_2266_seed_11960_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:37:36.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:38:02.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.558 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:03.580 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:38:05.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:49:33.815 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 170 train_steps 6800 {'step': '170/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00867265', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.69290161', 'grpo_loop_time': '432.73831177', 'ref_model_time': '129.16279602', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85977852', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12500785', 'token_credit_video_advantage_mean': '-4.005e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.414e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.706e-08', 'kl_loss': '0.00986330', 'kl_moving': '0.00986330', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.12500785', 'gathered_avg_reward_std': '0.12225349', 'gathered_vlm_logprob_reward_mean': '-0.12500787', 'gathered_vlm_logprob_reward_std': '0.12225349', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12500787', 'gathered_vlm_token_credit_reward_std': '0.12225349', 'gathered_vlm_yes_no_margin_reward_mean': '3.41445327', 'gathered_vlm_yes_no_margin_reward_std': '0.84814596', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.12500787', 'gathered_ori_avg_reward_std': '0.12225349'} +2026-05-14 16:50:25.724 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:50:28.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:38.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_0/index_4261_seed_6135_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:51:45.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:52:09.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:52:09.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:52:09.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:21.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_0/index_4261_seed_6136_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:53:27.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:53:53.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.505 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:55.520 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:53:56.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:20.709 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 171 train_steps 6840 {'step': '171/10000', 'learning_rate': '0.00001000', 'loss': '1.248e-07', 'grad_norm': '0.00728294', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.93872070', 'grpo_loop_time': '434.67199707', 'ref_model_time': '124.33481598', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86842656', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16386087', 'token_credit_video_advantage_mean': '-6.473e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.477e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.211e-07', 'kl_loss': '0.00861699', 'kl_moving': '0.00861699', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '-0.16386087', 'gathered_avg_reward_std': '0.16635503', 'gathered_vlm_logprob_reward_mean': '-0.16386086', 'gathered_vlm_logprob_reward_std': '0.16635503', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16386086', 'gathered_vlm_token_credit_reward_std': '0.16635503', 'gathered_vlm_yes_no_margin_reward_mean': '3.16562510', 'gathered_vlm_yes_no_margin_reward_std': '1.05791748', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09921567', 'gathered_ori_avg_reward_mean': '-0.16386086', 'gathered_ori_avg_reward_std': '0.16635503'} +2026-05-14 17:05:21.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:05:21.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:28.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_0/index_8454_seed_19743_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:06:36.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:07:03.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:07:03.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:07:03.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:13.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_0/index_8454_seed_19744_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:08:19.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:08:43.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:47.730 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:08:49.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.547 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 172 train_steps 6880 {'step': '172/10000', 'learning_rate': '0.00001000', 'loss': '3.981e-08', 'grad_norm': '0.00612802', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.64126587', 'grpo_loop_time': '436.48339844', 'ref_model_time': '126.72586823', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85744792', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07219619', 'token_credit_video_advantage_mean': '-2.584e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.981e-08', 'kl_loss': '0.00860672', 'kl_moving': '0.00860672', 'kl_stepwise': '-1.934e-08', 'gathered_avg_reward_mean': '-0.07219617', 'gathered_avg_reward_std': '0.07668478', 'gathered_vlm_logprob_reward_mean': '-0.07219618', 'gathered_vlm_logprob_reward_std': '0.07668478', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07219618', 'gathered_vlm_token_credit_reward_std': '0.07668478', 'gathered_vlm_yes_no_margin_reward_mean': '3.96054673', 'gathered_vlm_yes_no_margin_reward_std': '0.82854122', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.07219618', 'gathered_ori_avg_reward_std': '0.07668478'} +2026-05-14 17:20:17.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:20:17.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:17.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:26.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_0/index_8254_seed_31702_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:21:34.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:21:59.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:59.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:59.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:13.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_0/index_8254_seed_31703_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:23:19.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:23:47.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:48.400 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:23:50.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.215 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:18.984 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 173 train_steps 6920 {'step': '173/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00728775', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.26184082', 'grpo_loop_time': '435.58935547', 'ref_model_time': '127.01931763', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87773305', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12612227', 'token_credit_video_advantage_mean': '-1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00864544', 'kl_moving': '0.00864544', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '-0.12612227', 'gathered_avg_reward_std': '0.15972799', 'gathered_vlm_logprob_reward_mean': '-0.12612227', 'gathered_vlm_logprob_reward_std': '0.15972798', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12612227', 'gathered_vlm_token_credit_reward_std': '0.15972798', 'gathered_vlm_yes_no_margin_reward_mean': '3.46992183', 'gathered_vlm_yes_no_margin_reward_std': '0.84951937', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288799', 'gathered_ori_avg_reward_mean': '-0.12612227', 'gathered_ori_avg_reward_std': '0.15972798'} +2026-05-14 17:35:19.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:35:19.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:27.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_0/index_4468_seed_16539_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:36:33.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:37:02.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:37:02.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:37:02.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:14.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_0/index_4468_seed_16540_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:38:25.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:38:53.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:54.277 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:38:55.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.208 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 174 train_steps 6960 {'step': '174/10000', 'learning_rate': '0.00001000', 'loss': '-6.962e-08', 'grad_norm': '0.00608216', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.41622925', 'grpo_loop_time': '435.12030029', 'ref_model_time': '125.85733032', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88099945', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.21390961', 'token_credit_video_advantage_mean': '5.565e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.962e-08', 'kl_loss': '0.00863255', 'kl_moving': '0.00863256', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '-0.21390963', 'gathered_avg_reward_std': '0.37042835', 'gathered_vlm_logprob_reward_mean': '-0.21390963', 'gathered_vlm_logprob_reward_std': '0.37042835', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.21390963', 'gathered_vlm_token_credit_reward_std': '0.37042835', 'gathered_vlm_yes_no_margin_reward_mean': '3.19218755', 'gathered_vlm_yes_no_margin_reward_std': '1.05810547', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.21390963', 'gathered_ori_avg_reward_std': '0.37042835'} +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:50:23.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:31.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_0/index_2797_seed_13962_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:51:38.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:52:06.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:52:06.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:52:06.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:14.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_0/index_2797_seed_13963_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:53:19.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:53:44.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:49.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:53:50.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.542 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 175 train_steps 7000 {'step': '175/10000', 'learning_rate': '0.00001000', 'loss': '2.235e-08', 'grad_norm': '0.00620863', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.58523560', 'grpo_loop_time': '436.47619629', 'ref_model_time': '129.12879944', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88372195', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08907112', 'token_credit_video_advantage_mean': '-1.397e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.438e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.235e-08', 'kl_loss': '0.00814738', 'kl_moving': '0.00814738', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.08907112', 'gathered_avg_reward_std': '0.09980613', 'gathered_vlm_logprob_reward_mean': '-0.08907112', 'gathered_vlm_logprob_reward_std': '0.09980614', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08907112', 'gathered_vlm_token_credit_reward_std': '0.09980614', 'gathered_vlm_yes_no_margin_reward_mean': '3.84062505', 'gathered_vlm_yes_no_margin_reward_std': '1.00799060', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.07545436', 'gathered_ori_avg_reward_mean': '-0.08907112', 'gathered_ori_avg_reward_std': '0.09980614'} +2026-05-14 18:05:24.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:05:24.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:24.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:33.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_0/index_5551_seed_26851_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:06:41.241 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:07:08.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:07:08.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:07:08.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:16.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_0/index_5551_seed_26852_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:08:23.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:08:48.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.068 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:50.085 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:08:51.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.081 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.054 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 176 train_steps 7040 {'step': '176/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00805570', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.34271240', 'grpo_loop_time': '437.20980835', 'ref_model_time': '125.52199554', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86489797', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10894690', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-09', 'kl_loss': '0.00907557', 'kl_moving': '0.00907557', 'kl_stepwise': '-2.026e-08', 'gathered_avg_reward_mean': '-0.10894690', 'gathered_avg_reward_std': '0.10868754', 'gathered_vlm_logprob_reward_mean': '-0.10894690', 'gathered_vlm_logprob_reward_std': '0.10868754', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10894690', 'gathered_vlm_token_credit_reward_std': '0.10868754', 'gathered_vlm_yes_no_margin_reward_mean': '3.43593740', 'gathered_vlm_yes_no_margin_reward_std': '0.87369186', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569569', 'gathered_ori_avg_reward_mean': '-0.10894690', 'gathered_ori_avg_reward_std': '0.10868754'} +2026-05-14 18:20:20.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:20:20.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:31.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_0/index_786_seed_8818_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:21:38.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:22:05.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:22:05.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:22:05.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:13.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_0/index_786_seed_8819_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:23:17.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:23:45.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:49.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:23:51.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:20.908 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 177 train_steps 7080 {'step': '177/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-08', 'grad_norm': '0.00567329', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.27975464', 'grpo_loop_time': '438.45727539', 'ref_model_time': '126.59912109', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85620302', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13247050', 'token_credit_video_advantage_mean': '2.887e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-08', 'kl_loss': '0.00928022', 'kl_moving': '0.00928022', 'kl_stepwise': '-1.955e-08', 'gathered_avg_reward_mean': '-0.13247050', 'gathered_avg_reward_std': '0.17436506', 'gathered_vlm_logprob_reward_mean': '-0.13247050', 'gathered_vlm_logprob_reward_std': '0.17436506', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13247050', 'gathered_vlm_token_credit_reward_std': '0.17436506', 'gathered_vlm_yes_no_margin_reward_mean': '3.52343750', 'gathered_vlm_yes_no_margin_reward_std': '1.01058722', 'gathered_vlm_yes_ratio_reward_mean': '0.95624995', 'gathered_vlm_yes_ratio_reward_std': '0.08992185', 'gathered_ori_avg_reward_mean': '-0.13247050', 'gathered_ori_avg_reward_std': '0.17436506'} +2026-05-14 18:35:21.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:35:21.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:29.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_0/index_2420_seed_29966_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:36:36.990 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:37:03.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:37:03.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:37:03.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:13.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_0/index_2420_seed_29967_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:38:20.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:38:46.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:46.551 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:38:47.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.182 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 178 train_steps 7120 {'step': '178/10000', 'learning_rate': '0.00001000', 'loss': '-3.981e-08', 'grad_norm': '0.00929187', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.15319824', 'grpo_loop_time': '437.57623291', 'ref_model_time': '126.50399780', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84266180', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08483532', 'token_credit_video_advantage_mean': '2.759e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.075e-08', 'kl_loss': '0.01010191', 'kl_moving': '0.01010191', 'kl_stepwise': '-1.898e-08', 'gathered_avg_reward_mean': '-0.08483532', 'gathered_avg_reward_std': '0.09540032', 'gathered_vlm_logprob_reward_mean': '-0.08483531', 'gathered_vlm_logprob_reward_std': '0.09540031', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08483531', 'gathered_vlm_token_credit_reward_std': '0.09540031', 'gathered_vlm_yes_no_margin_reward_mean': '3.81835938', 'gathered_vlm_yes_no_margin_reward_std': '0.91236347', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08483531', 'gathered_ori_avg_reward_std': '0.09540031'} +2026-05-14 18:50:16.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:50:16.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:25.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_0/index_8420_seed_11922_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:51:33.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:52:00.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:52:00.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:52:00.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:12.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_0/index_8420_seed_11923_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:53:20.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:53:46.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.328 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:46.342 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:53:47.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:18.903 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 179 train_steps 7160 {'step': '179/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.01147527', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.85375977', 'grpo_loop_time': '439.16497803', 'ref_model_time': '127.25549316', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85853022', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08739820', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00991727', 'kl_moving': '0.00991727', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.08739819', 'gathered_avg_reward_std': '0.09683651', 'gathered_vlm_logprob_reward_mean': '-0.08739819', 'gathered_vlm_logprob_reward_std': '0.09683652', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08739819', 'gathered_vlm_token_credit_reward_std': '0.09683652', 'gathered_vlm_yes_no_margin_reward_mean': '3.67851567', 'gathered_vlm_yes_no_margin_reward_std': '0.90766984', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614378', 'gathered_ori_avg_reward_mean': '-0.08739819', 'gathered_ori_avg_reward_std': '0.09683652'} +2026-05-14 19:05:19.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:05:19.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:29.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_0/index_7617_seed_32476_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:06:36.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:07:04.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:07:04.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:07:04.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:13.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_0/index_7617_seed_32477_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:08:19.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:08:44.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:49.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:08:50.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:20:22.897 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 180 train_steps 7200 {'step': '180/10000', 'learning_rate': '0.00001000', 'loss': '2.298e-07', 'grad_norm': '0.00726596', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.77886963', 'grpo_loop_time': '439.18963623', 'ref_model_time': '126.00118256', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87570089', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09636144', 'token_credit_video_advantage_mean': '-1.444e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.298e-07', 'kl_loss': '0.01018867', 'kl_moving': '0.01018867', 'kl_stepwise': '-2.002e-08', 'gathered_avg_reward_mean': '-0.09636144', 'gathered_avg_reward_std': '0.09876927', 'gathered_vlm_logprob_reward_mean': '-0.09636144', 'gathered_vlm_logprob_reward_std': '0.09876927', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09636144', 'gathered_vlm_token_credit_reward_std': '0.09876927', 'gathered_vlm_yes_no_margin_reward_mean': '3.52226543', 'gathered_vlm_yes_no_margin_reward_std': '0.80308378', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09636144', 'gathered_ori_avg_reward_std': '0.09876927'} +2026-05-14 19:21:22.857 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:21:25.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:34.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_0/index_9409_seed_10560_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:22:38.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:23:02.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:23:02.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:23:02.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_0/index_9409_seed_10561_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:24:27.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:24:54.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:54.460 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:24:55.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.532 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 181 train_steps 7240 {'step': '181/10000', 'learning_rate': '0.00001000', 'loss': '-3.073e-08', 'grad_norm': '0.00982986', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.87283325', 'grpo_loop_time': '437.05160522', 'ref_model_time': '126.36122131', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84479243', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14920190', 'token_credit_video_advantage_mean': '1.816e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.073e-08', 'kl_loss': '0.00973843', 'kl_moving': '0.00973843', 'kl_stepwise': '-1.976e-08', 'gathered_avg_reward_mean': '-0.14920190', 'gathered_avg_reward_std': '0.13234527', 'gathered_vlm_logprob_reward_mean': '-0.14920190', 'gathered_vlm_logprob_reward_std': '0.13234527', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14920190', 'gathered_vlm_token_credit_reward_std': '0.13234527', 'gathered_vlm_yes_no_margin_reward_mean': '3.28359365', 'gathered_vlm_yes_no_margin_reward_std': '1.07500196', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.11439379', 'gathered_ori_avg_reward_mean': '-0.14920190', 'gathered_ori_avg_reward_std': '0.13234527'} +2026-05-14 19:36:30.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:36:30.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:38.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_0/index_2505_seed_5406_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:37:45.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:38:12.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:38:12.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:38:12.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:22.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_0/index_2505_seed_5407_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:39:29.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:39:56.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.125 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:58.164 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:39:59.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:34.911 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 182 train_steps 7280 {'step': '182/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-08', 'grad_norm': '0.00650668', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.45339966', 'grpo_loop_time': '437.50671387', 'ref_model_time': '127.55416107', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84416914', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11077721', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00910363', 'kl_moving': '0.00910364', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.11077720', 'gathered_avg_reward_std': '0.13371302', 'gathered_vlm_logprob_reward_mean': '-0.11077720', 'gathered_vlm_logprob_reward_std': '0.13371302', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11077720', 'gathered_vlm_token_credit_reward_std': '0.13371302', 'gathered_vlm_yes_no_margin_reward_mean': '3.33359385', 'gathered_vlm_yes_no_margin_reward_std': '0.89057797', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.10111681', 'gathered_ori_avg_reward_mean': '-0.11077720', 'gathered_ori_avg_reward_std': '0.13371302'} +2026-05-14 19:51:35.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:51:35.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:45.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_0/index_3757_seed_13202_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:52:51.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:53:16.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:16.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:16.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:54:28.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_0/index_3757_seed_13203_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:54:33.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:55:01.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.413 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:04.450 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:55:05.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:36.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:36.867 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 183 train_steps 7320 {'step': '183/10000', 'learning_rate': '0.00001000', 'loss': '1.211e-08', 'grad_norm': '0.00819091', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.72879028', 'grpo_loop_time': '435.28274536', 'ref_model_time': '127.57564545', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88711005', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15073571', 'token_credit_video_advantage_mean': '-9.779e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.403e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.211e-08', 'kl_loss': '0.00908538', 'kl_moving': '0.00908538', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '-0.15073571', 'gathered_avg_reward_std': '0.19625677', 'gathered_vlm_logprob_reward_mean': '-0.15073571', 'gathered_vlm_logprob_reward_std': '0.19625680', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15073571', 'gathered_vlm_token_credit_reward_std': '0.19625680', 'gathered_vlm_yes_no_margin_reward_mean': '3.56835938', 'gathered_vlm_yes_no_margin_reward_std': '1.02853084', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.10532687', 'gathered_ori_avg_reward_mean': '-0.15073571', 'gathered_ori_avg_reward_std': '0.19625680'} +2026-05-14 20:06:37.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:06:37.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:46.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_0/index_9857_seed_1086_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:07:52.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:08:18.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:18.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:18.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:09:32.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_0/index_9857_seed_1087_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:09:39.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:10:04.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:06.967 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:10:08.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.794 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 184 train_steps 7360 {'step': '184/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-08', 'grad_norm': '0.00608373', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.25054932', 'grpo_loop_time': '436.40155029', 'ref_model_time': '129.73367310', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86187357', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07046473', 'token_credit_video_advantage_mean': '2.002e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.422e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-08', 'kl_loss': '0.00891902', 'kl_moving': '0.00891903', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '-0.07046473', 'gathered_avg_reward_std': '0.09018918', 'gathered_vlm_logprob_reward_mean': '-0.07046473', 'gathered_vlm_logprob_reward_std': '0.09018918', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07046473', 'gathered_vlm_token_credit_reward_std': '0.09018918', 'gathered_vlm_yes_no_margin_reward_mean': '3.75664067', 'gathered_vlm_yes_no_margin_reward_std': '0.84187573', 'gathered_vlm_yes_ratio_reward_mean': '0.98749995', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.07046473', 'gathered_ori_avg_reward_std': '0.09018918'} +2026-05-14 20:21:39.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:21:40.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:49.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_0/index_9587_seed_30337_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:22:56.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:23:24.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:24.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:24.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:24:32.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_0/index_9587_seed_30338_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:24:41.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:25:06.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:06.776 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:25:08.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.591 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 185 train_steps 7400 {'step': '185/10000', 'learning_rate': '0.00001000', 'loss': '3.795e-08', 'grad_norm': '0.00682838', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.81857300', 'grpo_loop_time': '437.38378906', 'ref_model_time': '127.58976746', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84858143', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11128455', 'token_credit_video_advantage_mean': '-1.572e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.795e-08', 'kl_loss': '0.01022822', 'kl_moving': '0.01022823', 'kl_stepwise': '-2.010e-08', 'gathered_avg_reward_mean': '-0.11128457', 'gathered_avg_reward_std': '0.11676837', 'gathered_vlm_logprob_reward_mean': '-0.11128457', 'gathered_vlm_logprob_reward_std': '0.11676837', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11128457', 'gathered_vlm_token_credit_reward_std': '0.11676837', 'gathered_vlm_yes_no_margin_reward_mean': '3.51757812', 'gathered_vlm_yes_no_margin_reward_std': '0.84229821', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08267972', 'gathered_ori_avg_reward_mean': '-0.11128457', 'gathered_ori_avg_reward_std': '0.11676837'} +2026-05-14 20:36:39.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:36:39.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:39.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:50.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_0/index_8410_seed_22470_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:37:57.251 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:38:23.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:23.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:23.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:39:37.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_0/index_8410_seed_22471_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:39:43.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:40:11.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:13.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:40:15.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.453 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 186 train_steps 7440 {'step': '186/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-07', 'grad_norm': '0.00816575', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.33920288', 'grpo_loop_time': '441.20352173', 'ref_model_time': '128.91488647', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86617088', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11129065', 'token_credit_video_advantage_mean': '-5.355e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.432e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-07', 'kl_loss': '0.00986651', 'kl_moving': '0.00986651', 'kl_stepwise': '-1.891e-08', 'gathered_avg_reward_mean': '-0.11129066', 'gathered_avg_reward_std': '0.11425167', 'gathered_vlm_logprob_reward_mean': '-0.11129066', 'gathered_vlm_logprob_reward_std': '0.11425166', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11129066', 'gathered_vlm_token_credit_reward_std': '0.11425166', 'gathered_vlm_yes_no_margin_reward_mean': '3.55429697', 'gathered_vlm_yes_no_margin_reward_std': '0.98095691', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.09662266', 'gathered_ori_avg_reward_mean': '-0.11129066', 'gathered_ori_avg_reward_std': '0.11425166'} +2026-05-14 20:51:51.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:51:51.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:51.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:53:01.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_0/index_829_seed_21057_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:53:09.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:53:36.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:36.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:36.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:54:45.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_0/index_829_seed_21058_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:54:53.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:55:19.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:19.043 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:55:20.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:49.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.824 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 187 train_steps 7480 {'step': '187/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-08', 'grad_norm': '0.00803062', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.59289551', 'grpo_loop_time': '434.70904541', 'ref_model_time': '127.76722717', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86387843', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10972334', 'token_credit_video_advantage_mean': '-3.353e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.147e-08', 'kl_loss': '0.01125872', 'kl_moving': '0.01125873', 'kl_stepwise': '-1.982e-08', 'gathered_avg_reward_mean': '-0.10972334', 'gathered_avg_reward_std': '0.11721271', 'gathered_vlm_logprob_reward_mean': '-0.10972334', 'gathered_vlm_logprob_reward_std': '0.11721271', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10972334', 'gathered_vlm_token_credit_reward_std': '0.11721271', 'gathered_vlm_yes_no_margin_reward_mean': '3.59023452', 'gathered_vlm_yes_no_margin_reward_std': '0.96661675', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.10972334', 'gathered_ori_avg_reward_std': '0.11721271'} +2026-05-14 21:06:49.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:06:50.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:59.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_0/index_8441_seed_16534_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:08:04.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:08:33.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:33.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:33.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:09:44.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_0/index_8441_seed_16535_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:09:52.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:10:18.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:18.556 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:10:19.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.450 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 188 train_steps 7520 {'step': '188/10000', 'learning_rate': '0.00001000', 'loss': '-3.912e-08', 'grad_norm': '0.00513742', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.04339600', 'grpo_loop_time': '436.33813477', 'ref_model_time': '126.33039093', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87959969', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14020926', 'token_credit_video_advantage_mean': '3.097e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.005e-08', 'kl_loss': '0.00975466', 'kl_moving': '0.00975466', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.14020926', 'gathered_avg_reward_std': '0.15085572', 'gathered_vlm_logprob_reward_mean': '-0.14020926', 'gathered_vlm_logprob_reward_std': '0.15085572', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14020926', 'gathered_vlm_token_credit_reward_std': '0.15085572', 'gathered_vlm_yes_no_margin_reward_mean': '3.28515625', 'gathered_vlm_yes_no_margin_reward_std': '0.90547079', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.08472151', 'gathered_ori_avg_reward_mean': '-0.14020926', 'gathered_ori_avg_reward_std': '0.15085572'} +2026-05-14 21:21:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:21:45.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:55.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_0/index_5099_seed_25766_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:23:01.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:23:28.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:28.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:28.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:24:44.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_0/index_5099_seed_25767_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:24:49.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:25:16.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:24.508 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:25:25.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.345 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 189 train_steps 7560 {'step': '189/10000', 'learning_rate': '0.00001000', 'loss': '1.490e-08', 'grad_norm': '0.00643361', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.93392944', 'grpo_loop_time': '449.51889038', 'ref_model_time': '130.70471191', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84533930', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09941598', 'token_credit_video_advantage_mean': '-8.615e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.490e-08', 'kl_loss': '0.00981708', 'kl_moving': '0.00981708', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.09941599', 'gathered_avg_reward_std': '0.09688522', 'gathered_vlm_logprob_reward_mean': '-0.09941600', 'gathered_vlm_logprob_reward_std': '0.09688523', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09941600', 'gathered_vlm_token_credit_reward_std': '0.09688523', 'gathered_vlm_yes_no_margin_reward_mean': '3.48828125', 'gathered_vlm_yes_no_margin_reward_std': '0.80419999', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.09941600', 'gathered_ori_avg_reward_std': '0.09688523'} +2026-05-14 21:37:19.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:37:19.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:19.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:19.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:29.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_0/index_7114_seed_5335_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:38:37.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:39:03.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:39:03.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:39:03.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:21.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_0/index_7114_seed_5336_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:40:27.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:40:58.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:40:59.749 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:41:01.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:52:55.167 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 190 train_steps 7600 {'step': '190/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00694647', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '361.21697998', 'grpo_loop_time': '445.59597778', 'ref_model_time': '138.36912537', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87060618', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07423246', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.408e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.01023105', 'kl_moving': '0.01023105', 'kl_stepwise': '-1.956e-08', 'gathered_avg_reward_mean': '-0.07423246', 'gathered_avg_reward_std': '0.07657747', 'gathered_vlm_logprob_reward_mean': '-0.07423246', 'gathered_vlm_logprob_reward_std': '0.07657748', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07423246', 'gathered_vlm_token_credit_reward_std': '0.07657748', 'gathered_vlm_yes_no_margin_reward_mean': '3.81015611', 'gathered_vlm_yes_no_margin_reward_std': '0.81592691', 'gathered_vlm_yes_ratio_reward_mean': '0.97499996', 'gathered_vlm_yes_ratio_reward_std': '0.07500000', 'gathered_ori_avg_reward_mean': '-0.07423246', 'gathered_ori_avg_reward_std': '0.07657748'} +2026-05-14 21:53:53.274 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:53:56.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:07.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_0/index_7118_seed_24216_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:55:16.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:55:42.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:42.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:42.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:01.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_0/index_7118_seed_24217_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:57:08.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:57:36.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.875 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:37.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:57:39.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:36.864 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 191 train_steps 7640 {'step': '191/10000', 'learning_rate': '0.00001000', 'loss': '-7.160e-08', 'grad_norm': '0.00751455', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.74276733', 'grpo_loop_time': '447.24212646', 'ref_model_time': '135.20515442', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86466217', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07491735', 'token_credit_video_advantage_mean': '2.928e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.393e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.160e-08', 'kl_loss': '0.00823379', 'kl_moving': '0.00823379', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '-0.07491734', 'gathered_avg_reward_std': '0.08816713', 'gathered_vlm_logprob_reward_mean': '-0.07491735', 'gathered_vlm_logprob_reward_std': '0.08816713', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07491735', 'gathered_vlm_token_credit_reward_std': '0.08816713', 'gathered_vlm_yes_no_margin_reward_mean': '3.93750000', 'gathered_vlm_yes_no_margin_reward_std': '0.96349376', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.07173900', 'gathered_ori_avg_reward_mean': '-0.07491735', 'gathered_ori_avg_reward_std': '0.08816713'} +2026-05-14 22:09:37.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:09:37.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:47.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_0/index_1837_seed_29237_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:10:52.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:11:18.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:18.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:18.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:12:38.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_0/index_1837_seed_29238_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:12:42.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:13:10.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:16.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:13:17.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:13.815 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 192 train_steps 7680 {'step': '192/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00778655', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.58575439', 'grpo_loop_time': '448.59466553', 'ref_model_time': '132.67282104', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88177121', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12634957', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.706e-08', 'kl_loss': '0.00958113', 'kl_moving': '0.00958113', 'kl_stepwise': '-2.029e-08', 'gathered_avg_reward_mean': '-0.12634957', 'gathered_avg_reward_std': '0.13115285', 'gathered_vlm_logprob_reward_mean': '-0.12634957', 'gathered_vlm_logprob_reward_std': '0.13115285', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12634957', 'gathered_vlm_token_credit_reward_std': '0.13115285', 'gathered_vlm_yes_no_margin_reward_mean': '3.22695303', 'gathered_vlm_yes_no_margin_reward_std': '0.73384023', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837547', 'gathered_ori_avg_reward_mean': '-0.12634957', 'gathered_ori_avg_reward_std': '0.13115285'} +2026-05-14 22:25:14.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:25:14.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:26.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_0/index_5354_seed_855_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:26:31.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:26:59.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:26:59.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:59.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:17.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_0/index_5354_seed_856_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:28:25.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:28:52.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.919 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:55.090 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:28:56.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:47.812 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 193 train_steps 7720 {'step': '193/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-08', 'grad_norm': '0.00824843', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.64889526', 'grpo_loop_time': '443.89093018', 'ref_model_time': '133.47076416', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87338740', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12674342', 'token_credit_video_advantage_mean': '-3.353e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.333e-08', 'kl_loss': '0.00939299', 'kl_moving': '0.00939299', 'kl_stepwise': '-1.989e-08', 'gathered_avg_reward_mean': '-0.12674341', 'gathered_avg_reward_std': '0.18618912', 'gathered_vlm_logprob_reward_mean': '-0.12674341', 'gathered_vlm_logprob_reward_std': '0.18618913', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12674341', 'gathered_vlm_token_credit_reward_std': '0.18618913', 'gathered_vlm_yes_no_margin_reward_mean': '3.70546865', 'gathered_vlm_yes_no_margin_reward_std': '1.11959171', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.11180340', 'gathered_ori_avg_reward_mean': '-0.12674341', 'gathered_ori_avg_reward_std': '0.18618913'} +2026-05-14 22:40:48.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:40:48.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:42:00.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_0/index_9523_seed_1489_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:42:06.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:42:31.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:31.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:31.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:43:48.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_0/index_9523_seed_1490_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:43:52.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:44:19.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:27.248 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:44:28.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:15.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:15.879 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 194 train_steps 7760 {'step': '194/10000', 'learning_rate': '0.00001000', 'loss': '3.586e-08', 'grad_norm': '0.00506627', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.04025269', 'grpo_loop_time': '449.28311157', 'ref_model_time': '129.36703491', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87620836', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14836323', 'token_credit_video_advantage_mean': '-3.260e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.466e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.586e-08', 'kl_loss': '0.00904053', 'kl_moving': '0.00904054', 'kl_stepwise': '-1.990e-08', 'gathered_avg_reward_mean': '-0.14836325', 'gathered_avg_reward_std': '0.12487993', 'gathered_vlm_logprob_reward_mean': '-0.14836323', 'gathered_vlm_logprob_reward_std': '0.12487993', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14836323', 'gathered_vlm_token_credit_reward_std': '0.12487993', 'gathered_vlm_yes_no_margin_reward_mean': '3.11445332', 'gathered_vlm_yes_no_margin_reward_std': '0.70147461', 'gathered_vlm_yes_ratio_reward_mean': '0.93437505', 'gathered_vlm_yes_ratio_reward_std': '0.10638777', 'gathered_ori_avg_reward_mean': '-0.14836323', 'gathered_ori_avg_reward_std': '0.12487993'} +2026-05-14 22:56:16.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:56:16.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:29.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_0/index_4997_seed_27848_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:57:34.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:58:01.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:58:01.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:58:01.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:17.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_0/index_4997_seed_27849_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:59:24.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:59:50.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:53.392 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:59:54.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:45.951 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 195 train_steps 7800 {'step': '195/10000', 'learning_rate': '0.00001000', 'loss': '-7.544e-08', 'grad_norm': '0.00628189', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.78756714', 'grpo_loop_time': '446.23400879', 'ref_model_time': '133.02098083', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86435467', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12560816', 'token_credit_video_advantage_mean': '5.681e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.009e-08', 'kl_loss': '0.00938385', 'kl_moving': '0.00938386', 'kl_stepwise': '-1.945e-08', 'gathered_avg_reward_mean': '-0.12560816', 'gathered_avg_reward_std': '0.13103449', 'gathered_vlm_logprob_reward_mean': '-0.12560816', 'gathered_vlm_logprob_reward_std': '0.13103449', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12560816', 'gathered_vlm_token_credit_reward_std': '0.13103449', 'gathered_vlm_yes_no_margin_reward_mean': '3.64492178', 'gathered_vlm_yes_no_margin_reward_std': '0.91255546', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.08472151', 'gathered_ori_avg_reward_mean': '-0.12560816', 'gathered_ori_avg_reward_std': '0.13103449'} +2026-05-14 23:11:46.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:11:46.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:58.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_0/index_8863_seed_2844_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:13:05.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:13:32.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:32.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:32.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:14:50.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_0/index_8863_seed_2845_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 23:14:58.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:15:25.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:31.678 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 23:15:33.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.023 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 196 train_steps 7840 {'step': '196/10000', 'learning_rate': '0.00001000', 'loss': '-1.239e-07', 'grad_norm': '0.00712174', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.85317993', 'grpo_loop_time': '448.09429932', 'ref_model_time': '128.62178040', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86056530', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09477663', 'token_credit_video_advantage_mean': '7.078e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.239e-07', 'kl_loss': '0.01063141', 'kl_moving': '0.01063141', 'kl_stepwise': '-1.948e-08', 'gathered_avg_reward_mean': '-0.09477662', 'gathered_avg_reward_std': '0.12425804', 'gathered_vlm_logprob_reward_mean': '-0.09477662', 'gathered_vlm_logprob_reward_std': '0.12425806', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09477662', 'gathered_vlm_token_credit_reward_std': '0.12425806', 'gathered_vlm_yes_no_margin_reward_mean': '3.63984394', 'gathered_vlm_yes_no_margin_reward_std': '0.88718873', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076781', 'gathered_ori_avg_reward_mean': '-0.09477662', 'gathered_ori_avg_reward_std': '0.12425806'} +2026-05-14 23:27:19.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:27:19.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:29.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_0/index_6899_seed_22925_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:28:36.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:29:03.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:29:03.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:29:03.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:30:22.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_0/index_6899_seed_22926_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 23:30:28.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:30:55.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:05.649 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 23:31:07.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.610 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 197 train_steps 7880 {'step': '197/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-08', 'grad_norm': '0.00723367', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.84890747', 'grpo_loop_time': '447.09271240', 'ref_model_time': '129.79263306', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87746215', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09325380', 'token_credit_video_advantage_mean': '2.934e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.960e-08', 'kl_loss': '0.01009322', 'kl_moving': '0.01009323', 'kl_stepwise': '-1.818e-08', 'gathered_avg_reward_mean': '-0.09325379', 'gathered_avg_reward_std': '0.12466446', 'gathered_vlm_logprob_reward_mean': '-0.09325379', 'gathered_vlm_logprob_reward_std': '0.12466446', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09325379', 'gathered_vlm_token_credit_reward_std': '0.12466446', 'gathered_vlm_yes_no_margin_reward_mean': '3.67812490', 'gathered_vlm_yes_no_margin_reward_std': '0.94323760', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.08563868', 'gathered_ori_avg_reward_mean': '-0.09325379', 'gathered_ori_avg_reward_std': '0.12466446'} +2026-05-14 23:42:57.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:42:57.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:57.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:11.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_0/index_8511_seed_24643_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:44:19.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:44:45.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:45.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:45.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:45:59.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_0/index_8511_seed_24644_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 23:46:05.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:46:31.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:37.985 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 23:46:39.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.084 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 198 train_steps 7920 {'step': '198/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00612369', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.05804443', 'grpo_loop_time': '449.28131104', 'ref_model_time': '130.47991943', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85695726', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08788656', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.465e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00904464', 'kl_moving': '0.00904464', 'kl_stepwise': '-1.987e-08', 'gathered_avg_reward_mean': '-0.08788657', 'gathered_avg_reward_std': '0.07049395', 'gathered_vlm_logprob_reward_mean': '-0.08788657', 'gathered_vlm_logprob_reward_std': '0.07049395', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08788657', 'gathered_vlm_token_credit_reward_std': '0.07049395', 'gathered_vlm_yes_no_margin_reward_mean': '3.45156240', 'gathered_vlm_yes_no_margin_reward_std': '0.63705367', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.08788657', 'gathered_ori_avg_reward_std': '0.07049395'} +2026-05-14 23:58:33.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:58:33.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:45.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_0/index_8465_seed_17968_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:59:51.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:00:17.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:17.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:17.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:01:29.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_0/index_8465_seed_17969_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 00:01:35.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:02:01.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:06.162 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 00:02:07.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.679 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 199 train_steps 7960 {'step': '199/10000', 'learning_rate': '0.00001000', 'loss': '-1.658e-07', 'grad_norm': '0.00632632', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.18072510', 'grpo_loop_time': '445.95101929', 'ref_model_time': '129.77513123', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85357600', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08165786', 'token_credit_video_advantage_mean': '1.118e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.658e-07', 'kl_loss': '0.01047372', 'kl_moving': '0.01047373', 'kl_stepwise': '-2.013e-08', 'gathered_avg_reward_mean': '-0.08165786', 'gathered_avg_reward_std': '0.07985450', 'gathered_vlm_logprob_reward_mean': '-0.08165786', 'gathered_vlm_logprob_reward_std': '0.07985450', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08165786', 'gathered_vlm_token_credit_reward_std': '0.07985450', 'gathered_vlm_yes_no_margin_reward_mean': '3.67890620', 'gathered_vlm_yes_no_margin_reward_std': '0.85961038', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.08291562', 'gathered_ori_avg_reward_mean': '-0.08165786', 'gathered_ori_avg_reward_std': '0.07985450'} +2026-05-15 00:13:53.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 00:13:53.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:06.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_0/index_3979_seed_22078_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 00:15:11.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:15:35.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:35.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:35.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:16:55.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_0/index_3979_seed_22079_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 00:17:02.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:17:27.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:34.623 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 00:17:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 00:29:31.831 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 200 train_steps 8000 {'step': '200/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-08', 'grad_norm': '0.00929121', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.88513184', 'grpo_loop_time': '447.34317017', 'ref_model_time': '134.62757874', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86113095', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07997777', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.368e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.211e-08', 'kl_loss': '0.01179240', 'kl_moving': '0.01179240', 'kl_stepwise': '-1.864e-08', 'gathered_avg_reward_mean': '-0.07997777', 'gathered_avg_reward_std': '0.09236703', 'gathered_vlm_logprob_reward_mean': '-0.07997778', 'gathered_vlm_logprob_reward_std': '0.09236703', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07997778', 'gathered_vlm_token_credit_reward_std': '0.09236703', 'gathered_vlm_yes_no_margin_reward_mean': '3.64101577', 'gathered_vlm_yes_no_margin_reward_std': '0.82026780', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.07997778', 'gathered_ori_avg_reward_std': '0.09236703'} +2026-05-15 00:29:32.052 | INFO | __main__:validate:1984 - Running validation at step 200... +2026-05-15 00:29:32.053 | INFO | __main__:validate:1985 - Validation samples: 31 +2026-05-15 00:29:32.054 | INFO | __main__:validate:1986 - Validation video_length=121 +2026-05-15 00:29:32.055 | INFO | __main__:validate:1987 - Validation fixed global_seed=930 +2026-05-15 00:29:32.056 | INFO | __main__:validate:1988 - Validation fixed_size=480x864 +2026-05-15 00:29:32.057 | INFO | __main__:validate:1995 - Generating validation video 1/31: This cinematic close-up shot focuses on a young ma... +2026-05-15 00:36:30.519 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_000_seed_7271_This cinematic close-up shot focuses on a young ma.mp4 +2026-05-15 00:36:30.522 | INFO | __main__:validate:1995 - Generating validation video 2/31: The scene opens on a tranquil, sun-drenched meadow... +2026-05-15 00:43:27.153 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_001_seed_861_The scene opens on a tranquil, sun-drenched meadow.mp4 +2026-05-15 00:43:27.156 | INFO | __main__:validate:1995 - Generating validation video 3/31: The scene opens on a tight, eye-level close-up of ... +2026-05-15 00:50:22.055 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_002_seed_5391_The scene opens on a tight, eye-level close-up of .mp4 +2026-05-15 00:50:22.058 | INFO | __main__:validate:1995 - Generating validation video 4/31: The scene opens on a tight close-up of a blond man... +2026-05-15 00:57:18.516 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_003_seed_5192_The scene opens on a tight close-up of a blond man.mp4 +2026-05-15 00:57:18.519 | INFO | __main__:validate:1995 - Generating validation video 5/31: The scene opens on a medium, eye-level shot of thr... +2026-05-15 01:04:13.988 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_004_seed_5735_The scene opens on a medium, eye-level shot of thr.mp4 +2026-05-15 01:04:13.991 | INFO | __main__:validate:1995 - Generating validation video 6/31: The scene opens with a medium shot of an elderly w... +2026-05-15 01:11:09.020 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_005_seed_6266_The scene opens with a medium shot of an elderly w.mp4 +2026-05-15 01:11:09.022 | INFO | __main__:validate:1995 - Generating validation video 7/31: The scene is a tight close-up, rendered in a style... +2026-05-15 01:18:03.545 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_006_seed_467_The scene is a tight close-up, rendered in a style.mp4 +2026-05-15 01:18:03.549 | INFO | __main__:validate:1995 - Generating validation video 8/31: The scene opens with a medium shot of a cozy, slig... +2026-05-15 01:24:57.799 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_007_seed_4427_The scene opens with a medium shot of a cozy, slig.mp4 +2026-05-15 01:24:57.801 | INFO | __main__:validate:1995 - Generating validation video 9/31: The scene opens on a medium long shot, capturing t... +2026-05-15 01:31:52.941 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_008_seed_5579_The scene opens on a medium long shot, capturing t.mp4 +2026-05-15 01:31:52.943 | INFO | __main__:validate:1995 - Generating validation video 10/31: The scene opens with a stunning wide shot, filmed ... +2026-05-15 01:38:54.520 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_009_seed_8323_The scene opens with a stunning wide shot, filmed .mp4 +2026-05-15 01:38:54.525 | INFO | __main__:validate:1995 - Generating validation video 11/31: The scene is captured in a dramatic low-angle medi... +2026-05-15 01:45:50.928 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_010_seed_1686_The scene is captured in a dramatic low-angle medi.mp4 +2026-05-15 01:45:50.930 | INFO | __main__:validate:1995 - Generating validation video 12/31: The scene is set in a bustling, sun-drenched town ... +2026-05-15 01:52:45.495 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_011_seed_770_The scene is set in a bustling, sun-drenched town .mp4 +2026-05-15 01:52:45.498 | INFO | __main__:validate:1995 - Generating validation video 13/31: The frame is filled entirely by the face of a fema... +2026-05-15 01:59:41.216 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_012_seed_6950_The frame is filled entirely by the face of a fema.mp4 +2026-05-15 01:59:41.219 | INFO | __main__:validate:1995 - Generating validation video 14/31: The scene opens on a bright, sunny day in a lush g... +2026-05-15 02:06:36.935 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_013_seed_2434_The scene opens on a bright, sunny day in a lush g.mp4 +2026-05-15 02:06:36.938 | INFO | __main__:validate:1995 - Generating validation video 15/31: The shot opens with an extreme close-up, top-down ... +2026-05-15 02:13:31.351 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_014_seed_5312_The shot opens with an extreme close-up, top-down .mp4 +2026-05-15 02:13:31.354 | INFO | __main__:validate:1995 - Generating validation video 16/31: The scene opens on a sweeping wide shot, composed ... +2026-05-15 02:20:26.476 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_015_seed_5052_The scene opens on a sweeping wide shot, composed .mp4 +2026-05-15 02:20:26.479 | INFO | __main__:validate:1995 - Generating validation video 17/31: The scene opens with a low-angle, full shot of a w... +2026-05-15 02:27:21.475 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_016_seed_6421_The scene opens with a low-angle, full shot of a w.mp4 +2026-05-15 02:27:21.480 | INFO | __main__:validate:1995 - Generating validation video 18/31: From a high-angle perspective, the entirety of a p... +2026-05-15 02:34:16.578 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_017_seed_1185_From a high-angle perspective, the entirety of a p.mp4 +2026-05-15 02:34:16.581 | INFO | __main__:validate:1995 - Generating validation video 19/31: The scene opens on a wide, low-angle shot within a... +2026-05-15 02:41:13.312 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_018_seed_4556_The scene opens on a wide, low-angle shot within a.mp4 +2026-05-15 02:41:13.315 | INFO | __main__:validate:1995 - Generating validation video 20/31: The scene opens on a medium shot from a slightly h... +2026-05-15 02:48:11.191 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_019_seed_3386_The scene opens on a medium shot from a slightly h.mp4 +2026-05-15 02:48:11.193 | INFO | __main__:validate:1995 - Generating validation video 21/31: The scene opens on a wide, eye-level shot capturin... +2026-05-15 02:55:04.135 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_020_seed_6397_The scene opens on a wide, eye-level shot capturin.mp4 +2026-05-15 02:55:04.138 | INFO | __main__:validate:1995 - Generating validation video 22/31: The scene is captured from a dynamic low-angle, wi... +2026-05-15 03:01:59.268 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_021_seed_8667_The scene is captured from a dynamic low-angle, wi.mp4 +2026-05-15 03:01:59.270 | INFO | __main__:validate:1995 - Generating validation video 23/31: The scene opens with a high-angle, close-up shot, ... +2026-05-15 03:08:55.289 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_022_seed_9275_The scene opens with a high-angle, close-up shot, .mp4 +2026-05-15 03:08:55.292 | INFO | __main__:validate:1995 - Generating validation video 24/31: The scene opens with a high-angle wide shot of a v... +2026-05-15 03:15:50.078 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_023_seed_2559_The scene opens with a high-angle wide shot of a v.mp4 +2026-05-15 03:15:50.081 | INFO | __main__:validate:1995 - Generating validation video 25/31: The scene opens with a medium close-up on a man in... +2026-05-15 03:22:46.621 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_024_seed_7850_The scene opens with a medium close-up on a man in.mp4 +2026-05-15 03:22:46.624 | INFO | __main__:validate:1995 - Generating validation video 26/31: The scene opens on a wide shot of a meticulously c... +2026-05-15 03:29:42.157 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_025_seed_2048_The scene opens on a wide shot of a meticulously c.mp4 +2026-05-15 03:29:42.159 | INFO | __main__:validate:1995 - Generating validation video 27/31: An eye-level, medium-wide shot captures a moment o... +2026-05-15 03:36:37.295 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_026_seed_2748_An eye-level, medium-wide shot captures a moment o.mp4 +2026-05-15 03:36:37.298 | INFO | __main__:validate:1995 - Generating validation video 28/31: The scene opens on a medium, low-angle shot of a t... +2026-05-15 03:43:34.727 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_027_seed_9168_The scene opens on a medium, low-angle shot of a t.mp4 +2026-05-15 03:43:34.729 | INFO | __main__:validate:1995 - Generating validation video 29/31: The scene opens with a static, extreme wide shot f... +2026-05-15 03:50:29.155 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_028_seed_9999_The scene opens with a static, extreme wide shot f.mp4 +2026-05-15 03:50:29.159 | INFO | __main__:validate:1995 - Generating validation video 30/31: The shot opens on a medium frame of a young baller... +2026-05-15 03:57:23.734 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_029_seed_190_The shot opens on a medium frame of a young baller.mp4 +2026-05-15 03:57:23.736 | INFO | __main__:validate:1995 - Generating validation video 31/31: The scene opens on a medium shot of a teenage boy ... +2026-05-15 04:04:18.330 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_030_seed_2735_The scene opens on a medium shot of a teenage boy .mp4 +2026-05-15 04:05:48.562 | INFO | __main__:save_checkpoint:1629 - Checkpoint saved at step 200 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-200 +2026-05-15 04:06:58.351 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:07:01.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:01.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:12.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_0/index_9074_seed_29894_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:08:19.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:08:45.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:45.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:45.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:01.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_0/index_9074_seed_29895_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:10:07.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:10:34.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.365 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:39.540 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:10:40.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.486 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 201 train_steps 8040 {'step': '201/10000', 'learning_rate': '0.00001000', 'loss': '7.264e-08', 'grad_norm': '0.00492912', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.83447266', 'grpo_loop_time': '448.28939819', 'ref_model_time': '133.30380249', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85946018', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09614389', 'token_credit_video_advantage_mean': '-4.144e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.264e-08', 'kl_loss': '0.00843020', 'kl_moving': '0.00843020', 'kl_stepwise': '-1.924e-08', 'gathered_avg_reward_mean': '-0.09614389', 'gathered_avg_reward_std': '0.09142061', 'gathered_vlm_logprob_reward_mean': '-0.09614389', 'gathered_vlm_logprob_reward_std': '0.09142061', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09614389', 'gathered_vlm_token_credit_reward_std': '0.09142061', 'gathered_vlm_yes_no_margin_reward_mean': '3.66601562', 'gathered_vlm_yes_no_margin_reward_std': '0.90722322', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.09614389', 'gathered_ori_avg_reward_std': '0.09142061'} +2026-05-15 04:22:35.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:22:35.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:35.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:47.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_0/index_2555_seed_28027_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:23:55.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:24:22.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:22.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:22.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:25:34.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_0/index_2555_seed_28028_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:25:41.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:26:08.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:17.795 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:26:19.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.456 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 202 train_steps 8080 {'step': '202/10000', 'learning_rate': '0.00001000', 'loss': '-1.071e-08', 'grad_norm': '0.00944359', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.63668823', 'grpo_loop_time': '447.42230225', 'ref_model_time': '134.71514893', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88435268', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13308781', 'token_credit_video_advantage_mean': '6.985e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.129e-08', 'kl_loss': '0.00963223', 'kl_moving': '0.00963223', 'kl_stepwise': '-1.885e-08', 'gathered_avg_reward_mean': '-0.13308780', 'gathered_avg_reward_std': '0.15434998', 'gathered_vlm_logprob_reward_mean': '-0.13308781', 'gathered_vlm_logprob_reward_std': '0.15434998', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13308781', 'gathered_vlm_token_credit_reward_std': '0.15434998', 'gathered_vlm_yes_no_margin_reward_mean': '3.42109346', 'gathered_vlm_yes_no_margin_reward_std': '0.85272104', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837548', 'gathered_ori_avg_reward_mean': '-0.13308781', 'gathered_ori_avg_reward_std': '0.15434998'} +2026-05-15 04:38:14.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:38:14.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:14.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:14.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:28.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_0/index_3446_seed_14871_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:39:35.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:40:03.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:40:03.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:40:03.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:41:23.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_0/index_3446_seed_14872_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:41:29.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:41:54.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.113 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:02.258 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:42:03.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:58.920 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 203 train_steps 8120 {'step': '203/10000', 'learning_rate': '0.00001000', 'loss': '-5.541e-08', 'grad_norm': '0.00781767', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '364.75009155', 'grpo_loop_time': '448.68463135', 'ref_model_time': '134.61116028', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85105139', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05545190', 'token_credit_video_advantage_mean': '2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.507e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.541e-08', 'kl_loss': '0.00896444', 'kl_moving': '0.00896444', 'kl_stepwise': '-1.959e-08', 'gathered_avg_reward_mean': '-0.05545189', 'gathered_avg_reward_std': '0.04853880', 'gathered_vlm_logprob_reward_mean': '-0.05545190', 'gathered_vlm_logprob_reward_std': '0.04853880', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05545190', 'gathered_vlm_token_credit_reward_std': '0.04853880', 'gathered_vlm_yes_no_margin_reward_mean': '4.01835918', 'gathered_vlm_yes_no_margin_reward_std': '0.87388593', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.05545190', 'gathered_ori_avg_reward_std': '0.04853880'} +2026-05-15 04:53:59.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:53:59.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:11.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_0/index_454_seed_7519_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:55:18.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:55:49.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:49.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:49.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:04.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_0/index_454_seed_7520_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:57:12.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:57:39.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:39.940 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:57:41.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.706 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 204 train_steps 8160 {'step': '204/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-08', 'grad_norm': '0.00591069', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.61651611', 'grpo_loop_time': '448.18133545', 'ref_model_time': '131.57386780', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87838852', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15224266', 'token_credit_video_advantage_mean': '-9.313e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-08', 'kl_loss': '0.01001377', 'kl_moving': '0.01001377', 'kl_stepwise': '-1.913e-08', 'gathered_avg_reward_mean': '-0.15224266', 'gathered_avg_reward_std': '0.18333183', 'gathered_vlm_logprob_reward_mean': '-0.15224266', 'gathered_vlm_logprob_reward_std': '0.18333183', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15224266', 'gathered_vlm_token_credit_reward_std': '0.18333183', 'gathered_vlm_yes_no_margin_reward_mean': '3.47578120', 'gathered_vlm_yes_no_margin_reward_std': '1.04467559', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514587', 'gathered_ori_avg_reward_mean': '-0.15224266', 'gathered_ori_avg_reward_std': '0.18333183'} +2026-05-15 05:09:29.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:09:30.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:40.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_0/index_9739_seed_32850_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:10:47.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:11:11.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:11.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:11.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:12:30.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_0/index_9739_seed_32851_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:12:36.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:13:03.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:10.518 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:13:11.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:01.873 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 205 train_steps 8200 {'step': '205/10000', 'learning_rate': '0.00001000', 'loss': '6.612e-08', 'grad_norm': '0.00756725', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.30148315', 'grpo_loop_time': '445.40762329', 'ref_model_time': '129.95159912', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85815889', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08200566', 'token_credit_video_advantage_mean': '-4.703e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.411e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.240e-08', 'kl_loss': '0.00937207', 'kl_moving': '0.00937208', 'kl_stepwise': '-1.960e-08', 'gathered_avg_reward_mean': '-0.08200566', 'gathered_avg_reward_std': '0.08354317', 'gathered_vlm_logprob_reward_mean': '-0.08200566', 'gathered_vlm_logprob_reward_std': '0.08354317', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08200566', 'gathered_vlm_token_credit_reward_std': '0.08354317', 'gathered_vlm_yes_no_margin_reward_mean': '3.60195303', 'gathered_vlm_yes_no_margin_reward_std': '0.82893598', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.08200566', 'gathered_ori_avg_reward_std': '0.08354317'} +2026-05-15 05:25:02.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:25:02.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:14.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_0/index_128_seed_19083_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:26:21.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:26:46.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:46.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:46.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:07.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_0/index_128_seed_19084_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:28:13.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:28:39.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:43.628 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:28:44.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:34.851 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 206 train_steps 8240 {'step': '206/10000', 'learning_rate': '0.00001000', 'loss': '-3.935e-08', 'grad_norm': '0.00627927', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.41882324', 'grpo_loop_time': '446.74002075', 'ref_model_time': '130.30412292', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89284146', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10914549', 'token_credit_video_advantage_mean': '2.549e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.958e-08', 'kl_loss': '0.01006578', 'kl_moving': '0.01006578', 'kl_stepwise': '-2.041e-08', 'gathered_avg_reward_mean': '-0.10914548', 'gathered_avg_reward_std': '0.08041332', 'gathered_vlm_logprob_reward_mean': '-0.10914549', 'gathered_vlm_logprob_reward_std': '0.08041332', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10914549', 'gathered_vlm_token_credit_reward_std': '0.08041332', 'gathered_vlm_yes_no_margin_reward_mean': '3.28906250', 'gathered_vlm_yes_no_margin_reward_std': '0.83283299', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806247', 'gathered_ori_avg_reward_mean': '-0.10914549', 'gathered_ori_avg_reward_std': '0.08041332'} +2026-05-15 05:40:35.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:40:35.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:49.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_0/index_3909_seed_11218_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:41:54.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:42:18.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:18.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:18.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:43:39.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_0/index_3909_seed_11219_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:43:47.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:44:14.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:17.252 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:44:18.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:12.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.107 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 207 train_steps 8280 {'step': '207/10000', 'learning_rate': '0.00001000', 'loss': '-1.490e-08', 'grad_norm': '0.00699317', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.71954346', 'grpo_loop_time': '451.05285645', 'ref_model_time': '131.82696533', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87853020', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08807287', 'token_credit_video_advantage_mean': '1.490e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.490e-08', 'kl_loss': '0.01031449', 'kl_moving': '0.01031450', 'kl_stepwise': '-1.963e-08', 'gathered_avg_reward_mean': '-0.08807286', 'gathered_avg_reward_std': '0.09279351', 'gathered_vlm_logprob_reward_mean': '-0.08807287', 'gathered_vlm_logprob_reward_std': '0.09279351', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08807287', 'gathered_vlm_token_credit_reward_std': '0.09279351', 'gathered_vlm_yes_no_margin_reward_mean': '3.78437495', 'gathered_vlm_yes_no_margin_reward_std': '0.76538265', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.08807287', 'gathered_ori_avg_reward_std': '0.09279351'} +2026-05-15 05:56:13.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:56:13.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:25.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_0/index_5368_seed_27845_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:57:32.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:58:02.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:58:02.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:58:02.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:16.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_0/index_5368_seed_27846_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:59:22.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:59:48.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:56.367 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:59:57.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.668 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 208 train_steps 8320 {'step': '208/10000', 'learning_rate': '0.00001000', 'loss': '5.402e-08', 'grad_norm': '0.00620542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.30072021', 'grpo_loop_time': '447.11904907', 'ref_model_time': '133.85459900', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84837830', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10506175', 'token_credit_video_advantage_mean': '-4.284e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.402e-08', 'kl_loss': '0.00948882', 'kl_moving': '0.00948882', 'kl_stepwise': '-1.924e-08', 'gathered_avg_reward_mean': '-0.10506175', 'gathered_avg_reward_std': '0.09137258', 'gathered_vlm_logprob_reward_mean': '-0.10506174', 'gathered_vlm_logprob_reward_std': '0.09137257', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10506174', 'gathered_vlm_token_credit_reward_std': '0.09137257', 'gathered_vlm_yes_no_margin_reward_mean': '3.46289062', 'gathered_vlm_yes_no_margin_reward_std': '0.82376796', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806248', 'gathered_ori_avg_reward_mean': '-0.10506174', 'gathered_ori_avg_reward_std': '0.09137257'} +2026-05-15 06:11:53.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:11:54.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:05.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_0/index_1780_seed_27246_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 06:13:12.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:13:38.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:38.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:38.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:14:53.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_0/index_1780_seed_27247_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 06:15:00.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:15:26.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:31.541 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 06:15:32.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.881 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:29.971 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 209 train_steps 8360 {'step': '209/10000', 'learning_rate': '0.00001000', 'loss': '-3.865e-08', 'grad_norm': '0.00719461', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.25585938', 'grpo_loop_time': '451.27365112', 'ref_model_time': '131.17425537', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86106920', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11073741', 'token_credit_video_advantage_mean': '2.654e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.865e-08', 'kl_loss': '0.01203123', 'kl_moving': '0.01203123', 'kl_stepwise': '-2.064e-08', 'gathered_avg_reward_mean': '-0.11073742', 'gathered_avg_reward_std': '0.10600161', 'gathered_vlm_logprob_reward_mean': '-0.11073741', 'gathered_vlm_logprob_reward_std': '0.10600161', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11073741', 'gathered_vlm_token_credit_reward_std': '0.10600161', 'gathered_vlm_yes_no_margin_reward_mean': '3.42500019', 'gathered_vlm_yes_no_margin_reward_std': '0.78678042', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.11073741', 'gathered_ori_avg_reward_std': '0.10600161'} +2026-05-15 06:27:30.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:27:30.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:41.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_0/index_6573_seed_18771_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 06:28:47.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:29:12.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:12.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:12.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:30:27.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_0/index_6573_seed_18772_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 06:30:35.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:31:00.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:05.632 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 06:31:07.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:42:54.100 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 210 train_steps 8400 {'step': '210/10000', 'learning_rate': '0.00001000', 'loss': '1.886e-08', 'grad_norm': '0.00571726', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.56927490', 'grpo_loop_time': '446.79177856', 'ref_model_time': '129.36216736', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87419045', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12124714', 'token_credit_video_advantage_mean': '-2.107e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.394e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.886e-08', 'kl_loss': '0.01003798', 'kl_moving': '0.01003798', 'kl_stepwise': '-1.894e-08', 'gathered_avg_reward_mean': '-0.12124715', 'gathered_avg_reward_std': '0.15062431', 'gathered_vlm_logprob_reward_mean': '-0.12124714', 'gathered_vlm_logprob_reward_std': '0.15062431', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12124714', 'gathered_vlm_token_credit_reward_std': '0.15062431', 'gathered_vlm_yes_no_margin_reward_mean': '3.78359365', 'gathered_vlm_yes_no_margin_reward_std': '1.06083703', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11659224', 'gathered_ori_avg_reward_mean': '-0.12124714', 'gathered_ori_avg_reward_std': '0.15062431'} +2026-05-15 06:43:56.210 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:43:59.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:44:00.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:13.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_0/index_6833_seed_11968_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 06:45:20.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:45:47.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:47.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:47.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:02.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_0/index_6833_seed_11969_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 06:47:10.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:47:37.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:39.623 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 06:47:40.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.606 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 211 train_steps 8440 {'step': '211/10000', 'learning_rate': '0.00001000', 'loss': '-5.262e-08', 'grad_norm': '0.00548737', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.59008789', 'grpo_loop_time': '446.26177979', 'ref_model_time': '130.71467590', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86185199', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09917437', 'token_credit_video_advantage_mean': '3.516e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.419e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00922695', 'kl_moving': '0.00922696', 'kl_stepwise': '-1.904e-08', 'gathered_avg_reward_mean': '-0.09917437', 'gathered_avg_reward_std': '0.13184822', 'gathered_vlm_logprob_reward_mean': '-0.09917437', 'gathered_vlm_logprob_reward_std': '0.13184820', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09917437', 'gathered_vlm_token_credit_reward_std': '0.13184820', 'gathered_vlm_yes_no_margin_reward_mean': '3.91210914', 'gathered_vlm_yes_no_margin_reward_std': '0.88158226', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.09917437', 'gathered_ori_avg_reward_std': '0.13184820'} +2026-05-15 06:59:28.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:59:28.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:28.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:41.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_0/index_5117_seed_25587_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:00:46.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:01:13.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:13.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:13.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:02:33.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_0/index_5117_seed_25588_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:02:38.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:03:03.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:11.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:03:13.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.585 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 212 train_steps 8480 {'step': '212/10000', 'learning_rate': '0.00001000', 'loss': '5.402e-08', 'grad_norm': '0.00581830', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.36560059', 'grpo_loop_time': '446.13293457', 'ref_model_time': '129.59716797', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85436165', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10384065', 'token_credit_video_advantage_mean': '-2.980e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.402e-08', 'kl_loss': '0.00859631', 'kl_moving': '0.00859631', 'kl_stepwise': '-2.006e-08', 'gathered_avg_reward_mean': '-0.10384065', 'gathered_avg_reward_std': '0.12432674', 'gathered_vlm_logprob_reward_mean': '-0.10384065', 'gathered_vlm_logprob_reward_std': '0.12432674', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10384065', 'gathered_vlm_token_credit_reward_std': '0.12432674', 'gathered_vlm_yes_no_margin_reward_mean': '3.62812519', 'gathered_vlm_yes_no_margin_reward_std': '1.16961455', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076780', 'gathered_ori_avg_reward_mean': '-0.10384065', 'gathered_ori_avg_reward_std': '0.12432674'} +2026-05-15 07:15:02.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 07:15:02.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:02.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:16.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_0/index_1303_seed_9598_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:16:21.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:16:49.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:49.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:49.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:02.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_0/index_1303_seed_9599_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:18:07.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:18:35.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:39.928 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:18:41.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.690 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 213 train_steps 8520 {'step': '213/10000', 'learning_rate': '0.00001000', 'loss': '-6.892e-08', 'grad_norm': '0.00561252', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.36950684', 'grpo_loop_time': '446.90988159', 'ref_model_time': '131.75573730', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85868466', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08853141', 'token_credit_video_advantage_mean': '5.029e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.491e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.892e-08', 'kl_loss': '0.00915988', 'kl_moving': '0.00915988', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.08853141', 'gathered_avg_reward_std': '0.08065666', 'gathered_vlm_logprob_reward_mean': '-0.08853140', 'gathered_vlm_logprob_reward_std': '0.08065666', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08853140', 'gathered_vlm_token_credit_reward_std': '0.08065666', 'gathered_vlm_yes_no_margin_reward_mean': '3.72304678', 'gathered_vlm_yes_no_margin_reward_std': '0.79501992', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.08853140', 'gathered_ori_avg_reward_std': '0.08065666'} +2026-05-15 07:30:34.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 07:30:34.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:45.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_0/index_2436_seed_30250_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:31:51.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:32:13.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:13.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:13.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:33:28.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_0/index_2436_seed_30251_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:33:35.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:33:57.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.703 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:08.801 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:34:09.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.589 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 214 train_steps 8560 {'step': '214/10000', 'learning_rate': '0.00001000', 'loss': '-3.912e-08', 'grad_norm': '0.00591043', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.53390503', 'grpo_loop_time': '447.81863403', 'ref_model_time': '131.99691772', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86745423', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06272849', 'token_credit_video_advantage_mean': '1.257e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.912e-08', 'kl_loss': '0.00924449', 'kl_moving': '0.00924449', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '-0.06272850', 'gathered_avg_reward_std': '0.06445400', 'gathered_vlm_logprob_reward_mean': '-0.06272849', 'gathered_vlm_logprob_reward_std': '0.06445400', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06272849', 'gathered_vlm_token_credit_reward_std': '0.06445400', 'gathered_vlm_yes_no_margin_reward_mean': '3.87617207', 'gathered_vlm_yes_no_margin_reward_std': '0.80126160', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.06272849', 'gathered_ori_avg_reward_std': '0.06445400'} +2026-05-15 07:45:59.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 07:45:59.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:45:59.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:11.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_0/index_9778_seed_18904_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:47:16.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:47:38.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:38.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:38.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:02.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_0/index_9778_seed_18905_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:49:09.053 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:49:32.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:42.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:49:43.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.418 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 215 train_steps 8600 {'step': '215/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-08', 'grad_norm': '0.00634881', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.74755859', 'grpo_loop_time': '446.19830322', 'ref_model_time': '134.32659912', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88223428', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14611092', 'token_credit_video_advantage_mean': '2.142e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-08', 'kl_loss': '0.00909748', 'kl_moving': '0.00909748', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '-0.14611092', 'gathered_avg_reward_std': '0.16742723', 'gathered_vlm_logprob_reward_mean': '-0.14611092', 'gathered_vlm_logprob_reward_std': '0.16742723', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14611092', 'gathered_vlm_token_credit_reward_std': '0.16742723', 'gathered_vlm_yes_no_margin_reward_mean': '3.39296865', 'gathered_vlm_yes_no_margin_reward_std': '1.08187723', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10879308', 'gathered_ori_avg_reward_mean': '-0.14611092', 'gathered_ori_avg_reward_std': '0.16742723'} +2026-05-15 08:01:41.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:01:41.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:41.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:51.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_0/index_7346_seed_7520_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:02:57.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:03:20.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:20.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:20.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:04:41.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_0/index_7346_seed_7521_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:04:48.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:05:12.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:17.019 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:05:18.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.433 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 216 train_steps 8640 {'step': '216/10000', 'learning_rate': '0.00001000', 'loss': '-3.912e-08', 'grad_norm': '0.00744538', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.47631836', 'grpo_loop_time': '445.95037842', 'ref_model_time': '130.61309814', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85664111', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08275112', 'token_credit_video_advantage_mean': '2.980e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.357e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.912e-08', 'kl_loss': '0.00896233', 'kl_moving': '0.00896233', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '-0.08275112', 'gathered_avg_reward_std': '0.08459313', 'gathered_vlm_logprob_reward_mean': '-0.08275111', 'gathered_vlm_logprob_reward_std': '0.08459313', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08275111', 'gathered_vlm_token_credit_reward_std': '0.08459313', 'gathered_vlm_yes_no_margin_reward_mean': '3.74687481', 'gathered_vlm_yes_no_margin_reward_std': '0.71845782', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08275111', 'gathered_ori_avg_reward_std': '0.08459313'} +2026-05-15 08:17:04.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:17:04.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:04.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:14.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_0/index_1131_seed_17444_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:18:19.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:18:42.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:42.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:42.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:01.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_0/index_1131_seed_17445_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:20:05.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:20:27.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:47.401 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:20:48.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.066 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 217 train_steps 8680 {'step': '217/10000', 'learning_rate': '0.00001000', 'loss': '4.936e-08', 'grad_norm': '0.00526679', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.25222778', 'grpo_loop_time': '447.60302734', 'ref_model_time': '132.91761780', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85665417', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14108367', 'token_credit_video_advantage_mean': '-3.213e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.443e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.936e-08', 'kl_loss': '0.00977525', 'kl_moving': '0.00977526', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '-0.14108369', 'gathered_avg_reward_std': '0.17727016', 'gathered_vlm_logprob_reward_mean': '-0.14108369', 'gathered_vlm_logprob_reward_std': '0.17727014', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14108369', 'gathered_vlm_token_credit_reward_std': '0.17727014', 'gathered_vlm_yes_no_margin_reward_mean': '3.51914048', 'gathered_vlm_yes_no_margin_reward_std': '0.88297421', 'gathered_vlm_yes_ratio_reward_mean': '0.93124998', 'gathered_vlm_yes_ratio_reward_std': '0.12358575', 'gathered_ori_avg_reward_mean': '-0.14108369', 'gathered_ori_avg_reward_std': '0.17727014'} +2026-05-15 08:32:40.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:32:40.572 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:49.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_0/index_8909_seed_24565_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:33:54.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:34:15.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:15.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:15.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:35:40.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_0/index_8909_seed_24566_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:35:46.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:36:08.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:21.542 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:36:22.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:16.870 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 218 train_steps 8720 {'step': '218/10000', 'learning_rate': '0.00001000', 'loss': '3.912e-08', 'grad_norm': '0.00574196', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.64984131', 'grpo_loop_time': '450.20944214', 'ref_model_time': '133.84060669', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89619887', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14365843', 'token_credit_video_advantage_mean': '-1.676e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.912e-08', 'kl_loss': '0.00918115', 'kl_moving': '0.00918115', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '-0.14365843', 'gathered_avg_reward_std': '0.12702844', 'gathered_vlm_logprob_reward_mean': '-0.14365843', 'gathered_vlm_logprob_reward_std': '0.12702844', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14365843', 'gathered_vlm_token_credit_reward_std': '0.12702844', 'gathered_vlm_yes_no_margin_reward_mean': '3.11406255', 'gathered_vlm_yes_no_margin_reward_std': '0.61241829', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660254', 'gathered_ori_avg_reward_mean': '-0.14365843', 'gathered_ori_avg_reward_std': '0.12702844'} +2026-05-15 08:48:17.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:48:17.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:29.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_0/index_919_seed_561_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:49:33.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:49:53.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:49:53.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:53.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:51:23.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_0/index_919_seed_562_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:51:27.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:51:45.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:02.845 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:52:03.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.467 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 219 train_steps 8760 {'step': '219/10000', 'learning_rate': '0.00001000', 'loss': '-6.100e-08', 'grad_norm': '0.00756567', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '362.42434692', 'grpo_loop_time': '448.73724365', 'ref_model_time': '134.43597412', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88562912', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12753673', 'token_credit_video_advantage_mean': '5.076e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.365e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.100e-08', 'kl_loss': '0.01051851', 'kl_moving': '0.01051851', 'kl_stepwise': '-1.825e-08', 'gathered_avg_reward_mean': '-0.12753671', 'gathered_avg_reward_std': '0.11210202', 'gathered_vlm_logprob_reward_mean': '-0.12753671', 'gathered_vlm_logprob_reward_std': '0.11210202', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12753671', 'gathered_vlm_token_credit_reward_std': '0.11210202', 'gathered_vlm_yes_no_margin_reward_mean': '3.21367216', 'gathered_vlm_yes_no_margin_reward_std': '0.77711320', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.12753671', 'gathered_ori_avg_reward_std': '0.11210202'} +2026-05-15 09:04:01.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:04:01.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:10.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_0/index_2135_seed_16974_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:05:15.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:05:34.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:34.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:34.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:06:59.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_0/index_2135_seed_16975_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:07:03.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:07:22.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:37.898 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:07:38.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.474 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:19:31.712 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 220 train_steps 8800 {'step': '220/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00590457', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.11352539', 'grpo_loop_time': '448.57513428', 'ref_model_time': '129.66790771', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88154799', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07751708', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.01122025', 'kl_moving': '0.01122025', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '-0.07751708', 'gathered_avg_reward_std': '0.06739108', 'gathered_vlm_logprob_reward_mean': '-0.07751708', 'gathered_vlm_logprob_reward_std': '0.06739109', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07751708', 'gathered_vlm_token_credit_reward_std': '0.06739109', 'gathered_vlm_yes_no_margin_reward_mean': '3.61367178', 'gathered_vlm_yes_no_margin_reward_std': '0.50239521', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.07751708', 'gathered_ori_avg_reward_std': '0.06739109'} +2026-05-15 09:20:31.485 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:20:37.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:38.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:46.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_0/index_9566_seed_29737_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:21:49.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:22:08.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:08.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:23:37.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_0/index_9566_seed_29738_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:23:40.437 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:23:59.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:14.612 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:24:15.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:12.688 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 221 train_steps 8840 {'step': '221/10000', 'learning_rate': '0.00001000', 'loss': '-1.281e-08', 'grad_norm': '0.00423661', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.81005859', 'grpo_loop_time': '451.04351807', 'ref_model_time': '135.20764160', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86496121', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11074004', 'token_credit_video_advantage_mean': '2.002e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.315e-08', 'kl_loss': '0.00775380', 'kl_moving': '0.00775380', 'kl_stepwise': '-2.019e-08', 'gathered_avg_reward_mean': '-0.11074004', 'gathered_avg_reward_std': '0.12699947', 'gathered_vlm_logprob_reward_mean': '-0.11074005', 'gathered_vlm_logprob_reward_std': '0.12699945', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11074005', 'gathered_vlm_token_credit_reward_std': '0.12699945', 'gathered_vlm_yes_no_margin_reward_mean': '3.55507851', 'gathered_vlm_yes_no_margin_reward_std': '0.92337465', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.11074005', 'gathered_ori_avg_reward_std': '0.12699945'} +2026-05-15 09:36:13.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:36:13.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:24.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_0/index_8632_seed_15629_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:37:27.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:37:46.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:37:46.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:46.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:13.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_0/index_8632_seed_15630_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:39:18.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:39:36.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.928 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:53.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:39:53.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.109 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 222 train_steps 8880 {'step': '222/10000', 'learning_rate': '0.00001000', 'loss': '-8.568e-08', 'grad_norm': '0.00495952', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.55517578', 'grpo_loop_time': '448.17285156', 'ref_model_time': '133.22694397', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87513036', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15003565', 'token_credit_video_advantage_mean': '6.054e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.468e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.568e-08', 'kl_loss': '0.00748557', 'kl_moving': '0.00748558', 'kl_stepwise': '-1.986e-08', 'gathered_avg_reward_mean': '-0.15003565', 'gathered_avg_reward_std': '0.19967699', 'gathered_vlm_logprob_reward_mean': '-0.15003566', 'gathered_vlm_logprob_reward_std': '0.19967701', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15003566', 'gathered_vlm_token_credit_reward_std': '0.19967701', 'gathered_vlm_yes_no_margin_reward_mean': '3.33515644', 'gathered_vlm_yes_no_margin_reward_std': '1.06199181', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.09270248', 'gathered_ori_avg_reward_mean': '-0.15003566', 'gathered_ori_avg_reward_std': '0.19967701'} +2026-05-15 09:51:52.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:51:52.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:53:00.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_0/index_7856_seed_25236_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:53:05.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:53:23.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:23.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:54:46.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_0/index_7856_seed_25237_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:54:51.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:55:08.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:55:26.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.073 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 223 train_steps 8920 {'step': '223/10000', 'learning_rate': '0.00001000', 'loss': '-1.676e-08', 'grad_norm': '0.00407924', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.82806396', 'grpo_loop_time': '448.19165039', 'ref_model_time': '129.96942139', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87933201', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14159960', 'token_credit_video_advantage_mean': '2.282e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.676e-08', 'kl_loss': '0.00857528', 'kl_moving': '0.00857528', 'kl_stepwise': '-1.922e-08', 'gathered_avg_reward_mean': '-0.14159958', 'gathered_avg_reward_std': '0.16451427', 'gathered_vlm_logprob_reward_mean': '-0.14159960', 'gathered_vlm_logprob_reward_std': '0.16451427', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14159960', 'gathered_vlm_token_credit_reward_std': '0.16451427', 'gathered_vlm_yes_no_margin_reward_mean': '3.30351567', 'gathered_vlm_yes_no_margin_reward_std': '0.95756519', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.10638777', 'gathered_ori_avg_reward_mean': '-0.14159960', 'gathered_ori_avg_reward_std': '0.16451427'} +2026-05-15 10:07:16.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:07:16.605 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:16.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:25.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_0/index_3360_seed_15333_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:08:30.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:08:48.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:08:48.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:48.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:17.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_0/index_3360_seed_15334_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:10:22.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:10:41.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.293 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:56.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:10:57.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.158 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 224 train_steps 8960 {'step': '224/10000', 'learning_rate': '0.00001000', 'loss': '8.382e-08', 'grad_norm': '0.00656123', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.08346558', 'grpo_loop_time': '445.19775391', 'ref_model_time': '132.70002747', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84308517', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11688516', 'token_credit_video_advantage_mean': '-4.750e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.382e-08', 'kl_loss': '0.00887293', 'kl_moving': '0.00887293', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '-0.11688516', 'gathered_avg_reward_std': '0.10550354', 'gathered_vlm_logprob_reward_mean': '-0.11688517', 'gathered_vlm_logprob_reward_std': '0.10550354', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11688517', 'gathered_vlm_token_credit_reward_std': '0.10550354', 'gathered_vlm_yes_no_margin_reward_mean': '3.30156255', 'gathered_vlm_yes_no_margin_reward_std': '0.99138749', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.11688517', 'gathered_ori_avg_reward_std': '0.10550354'} +2026-05-15 10:22:49.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:22:49.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:49.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:58.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_0/index_4144_seed_28232_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:24:02.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:24:21.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:21.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:21.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:25:45.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_0/index_4144_seed_28233_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:25:50.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:26:08.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:25.912 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:26:26.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.788 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:18.769 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 225 train_steps 9000 {'step': '225/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-08', 'grad_norm': '0.00808229', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.09558105', 'grpo_loop_time': '448.64035034', 'ref_model_time': '129.17715454', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86461532', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09811292', 'token_credit_video_advantage_mean': '-4.005e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.985e-08', 'kl_loss': '0.00897025', 'kl_moving': '0.00897025', 'kl_stepwise': '-1.873e-08', 'gathered_avg_reward_mean': '-0.09811293', 'gathered_avg_reward_std': '0.10224409', 'gathered_vlm_logprob_reward_mean': '-0.09811293', 'gathered_vlm_logprob_reward_std': '0.10224409', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09811293', 'gathered_vlm_token_credit_reward_std': '0.10224409', 'gathered_vlm_yes_no_margin_reward_mean': '3.60820293', 'gathered_vlm_yes_no_margin_reward_std': '0.76993114', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.07799991', 'gathered_ori_avg_reward_mean': '-0.09811293', 'gathered_ori_avg_reward_std': '0.10224409'} +2026-05-15 10:38:19.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:38:19.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:27.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_0/index_5012_seed_14984_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:39:33.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:39:52.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:39:52.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:52.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:13.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_0/index_5012_seed_14985_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:41:17.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:41:35.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.242 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:53.351 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:41:54.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.454 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 226 train_steps 9040 {'step': '226/10000', 'learning_rate': '0.00001000', 'loss': '-2.049e-08', 'grad_norm': '0.00777463', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.14465332', 'grpo_loop_time': '444.41357422', 'ref_model_time': '132.46499634', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88775086', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08679925', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.049e-08', 'kl_loss': '0.00969333', 'kl_moving': '0.00969334', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.08679925', 'gathered_avg_reward_std': '0.10816185', 'gathered_vlm_logprob_reward_mean': '-0.08679925', 'gathered_vlm_logprob_reward_std': '0.10816185', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08679925', 'gathered_vlm_token_credit_reward_std': '0.10816185', 'gathered_vlm_yes_no_margin_reward_mean': '3.55468750', 'gathered_vlm_yes_no_margin_reward_std': '0.80131578', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.10340870', 'gathered_ori_avg_reward_mean': '-0.08679925', 'gathered_ori_avg_reward_std': '0.10816185'} +2026-05-15 10:53:42.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:53:42.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:42.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:51.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_0/index_7674_seed_13414_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:54:56.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:55:14.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:14.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:14.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:56:38.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_0/index_7674_seed_13415_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:56:43.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:57:01.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:15.252 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:57:16.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:05.955 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 227 train_steps 9080 {'step': '227/10000', 'learning_rate': '0.00001000', 'loss': '1.118e-08', 'grad_norm': '0.00561722', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.83123779', 'grpo_loop_time': '447.73223877', 'ref_model_time': '129.96844482', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88084930', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13698038', 'token_credit_video_advantage_mean': '-7.218e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.514e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.118e-08', 'kl_loss': '0.00966625', 'kl_moving': '0.00966625', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '-0.13698038', 'gathered_avg_reward_std': '0.17262867', 'gathered_vlm_logprob_reward_mean': '-0.13698038', 'gathered_vlm_logprob_reward_std': '0.17262867', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13698038', 'gathered_vlm_token_credit_reward_std': '0.17262867', 'gathered_vlm_yes_no_margin_reward_mean': '3.45820332', 'gathered_vlm_yes_no_margin_reward_std': '0.86922264', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.13698038', 'gathered_ori_avg_reward_std': '0.17262867'} +2026-05-15 11:09:06.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:09:06.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:18.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_0/index_9774_seed_13154_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:10:23.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:10:41.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:41.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:41.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:02.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_0/index_9774_seed_13155_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 11:12:07.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:12:25.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.170 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:43.311 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 11:12:44.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.456 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 228 train_steps 9120 {'step': '228/10000', 'learning_rate': '0.00001000', 'loss': '7.078e-09', 'grad_norm': '0.00544449', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.96215820', 'grpo_loop_time': '448.09820557', 'ref_model_time': '130.42742920', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85644406', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08957858', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.483e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.078e-09', 'kl_loss': '0.00976072', 'kl_moving': '0.00976072', 'kl_stepwise': '-1.989e-08', 'gathered_avg_reward_mean': '-0.08957858', 'gathered_avg_reward_std': '0.09358423', 'gathered_vlm_logprob_reward_mean': '-0.08957858', 'gathered_vlm_logprob_reward_std': '0.09358424', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08957858', 'gathered_vlm_token_credit_reward_std': '0.09358424', 'gathered_vlm_yes_no_margin_reward_mean': '3.58085918', 'gathered_vlm_yes_no_margin_reward_std': '0.81187159', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08957858', 'gathered_ori_avg_reward_std': '0.09358424'} +2026-05-15 11:24:34.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:24:34.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:44.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_0/index_1042_seed_14994_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:25:49.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:26:07.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:07.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:07.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:27:36.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_0/index_1042_seed_14995_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 11:27:41.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:27:59.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:17.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 11:28:18.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:14.582 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 229 train_steps 9160 {'step': '229/10000', 'learning_rate': '0.00001000', 'loss': '2.827e-07', 'grad_norm': '0.00431220', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.68457031', 'grpo_loop_time': '450.05001831', 'ref_model_time': '129.10626221', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86681271', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05527051', 'token_credit_video_advantage_mean': '-1.776e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.827e-07', 'kl_loss': '0.00905055', 'kl_moving': '0.00905056', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '-0.05527050', 'gathered_avg_reward_std': '0.06247874', 'gathered_vlm_logprob_reward_mean': '-0.05527051', 'gathered_vlm_logprob_reward_std': '0.06247875', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05527051', 'gathered_vlm_token_credit_reward_std': '0.06247875', 'gathered_vlm_yes_no_margin_reward_mean': '3.86601567', 'gathered_vlm_yes_no_margin_reward_std': '0.68784600', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.05527051', 'gathered_ori_avg_reward_std': '0.06247875'} +2026-05-15 11:40:14.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:40:15.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:25.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_0/index_2907_seed_30776_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:41:30.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:41:47.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:41:47.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:47.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:15.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_0/index_2907_seed_30777_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 11:43:20.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:43:38.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:54.216 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 11:43:55.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:55:55.652 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 230 train_steps 9200 {'step': '230/10000', 'learning_rate': '0.00001000', 'loss': '-8.149e-09', 'grad_norm': '0.00433661', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.99761963', 'grpo_loop_time': '447.36453247', 'ref_model_time': '137.07524109', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86347723', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10328466', 'token_credit_video_advantage_mean': '4.889e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.149e-09', 'kl_loss': '0.00897220', 'kl_moving': '0.00897220', 'kl_stepwise': '-1.970e-08', 'gathered_avg_reward_mean': '-0.10328467', 'gathered_avg_reward_std': '0.11741471', 'gathered_vlm_logprob_reward_mean': '-0.10328466', 'gathered_vlm_logprob_reward_std': '0.11741471', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10328466', 'gathered_vlm_token_credit_reward_std': '0.11741471', 'gathered_vlm_yes_no_margin_reward_mean': '3.65234351', 'gathered_vlm_yes_no_margin_reward_std': '0.89968216', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.10328466', 'gathered_ori_avg_reward_std': '0.11741471'} +2026-05-15 11:56:52.217 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:56:58.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:07.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_0/index_7128_seed_21624_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:58:11.196 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:58:29.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:29.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:29.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:59:58.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_0/index_7128_seed_21625_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:00:02.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:00:20.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:36.327 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:00:37.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.019 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 231 train_steps 9240 {'step': '231/10000', 'learning_rate': '0.00001000', 'loss': '-4.517e-08', 'grad_norm': '0.00501259', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.57345581', 'grpo_loop_time': '448.03851318', 'ref_model_time': '131.20550537', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86018640', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11905017', 'token_credit_video_advantage_mean': '2.375e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.517e-08', 'kl_loss': '0.00820603', 'kl_moving': '0.00820603', 'kl_stepwise': '-1.982e-08', 'gathered_avg_reward_mean': '-0.11905017', 'gathered_avg_reward_std': '0.09299961', 'gathered_vlm_logprob_reward_mean': '-0.11905017', 'gathered_vlm_logprob_reward_std': '0.09299960', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11905017', 'gathered_vlm_token_credit_reward_std': '0.09299960', 'gathered_vlm_yes_no_margin_reward_mean': '3.52968740', 'gathered_vlm_yes_no_margin_reward_std': '0.87468606', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.08833309', 'gathered_ori_avg_reward_mean': '-0.11905017', 'gathered_ori_avg_reward_std': '0.09299960'} +2026-05-15 12:12:27.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:12:27.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:37.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_0/index_5373_seed_32886_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 12:13:41.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:13:59.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:13:59.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:59.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:15:24.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_0/index_5373_seed_32887_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:15:28.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:15:46.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:03.239 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:16:04.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.067 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 232 train_steps 9280 {'step': '232/10000', 'learning_rate': '0.00001000', 'loss': '1.201e-07', 'grad_norm': '0.00790117', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.17849731', 'grpo_loop_time': '447.11621094', 'ref_model_time': '130.80592346', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87091315', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07759713', 'token_credit_video_advantage_mean': '-6.240e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.164e-07', 'kl_loss': '0.00904609', 'kl_moving': '0.00904610', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '-0.07759713', 'gathered_avg_reward_std': '0.08502743', 'gathered_vlm_logprob_reward_mean': '-0.07759713', 'gathered_vlm_logprob_reward_std': '0.08502743', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07759713', 'gathered_vlm_token_credit_reward_std': '0.08502743', 'gathered_vlm_yes_no_margin_reward_mean': '3.71289062', 'gathered_vlm_yes_no_margin_reward_std': '0.82052523', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.07759713', 'gathered_ori_avg_reward_std': '0.08502743'} +2026-05-15 12:27:52.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:27:52.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:03.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_0/index_2288_seed_21658_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 12:29:08.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:29:26.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:26.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:26.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:30:58.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_0/index_2288_seed_21659_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:31:02.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:31:20.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:37.522 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:31:38.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.465 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 233 train_steps 9320 {'step': '233/10000', 'learning_rate': '0.00001000', 'loss': '1.136e-07', 'grad_norm': '0.00504058', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.38720703', 'grpo_loop_time': '445.68164062', 'ref_model_time': '130.81379700', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88836092', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13606191', 'token_credit_video_advantage_mean': '-6.333e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.136e-07', 'kl_loss': '0.00825515', 'kl_moving': '0.00825515', 'kl_stepwise': '-1.902e-08', 'gathered_avg_reward_mean': '-0.13606188', 'gathered_avg_reward_std': '0.15131962', 'gathered_vlm_logprob_reward_mean': '-0.13606188', 'gathered_vlm_logprob_reward_std': '0.15131962', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13606188', 'gathered_vlm_token_credit_reward_std': '0.15131962', 'gathered_vlm_yes_no_margin_reward_mean': '3.38789058', 'gathered_vlm_yes_no_margin_reward_std': '1.08801162', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.09473442', 'gathered_ori_avg_reward_mean': '-0.13606188', 'gathered_ori_avg_reward_std': '0.15131962'} +2026-05-15 12:43:27.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:43:28.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:36.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_0/index_6266_seed_7716_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 12:44:39.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:44:57.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:44:57.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:57.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:46:25.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_0/index_6266_seed_7717_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:46:30.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:46:48.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:03.999 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:04.115 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:47:05.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.443 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 234 train_steps 9360 {'step': '234/10000', 'learning_rate': '0.00001000', 'loss': '8.475e-08', 'grad_norm': '0.00769928', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.77679443', 'grpo_loop_time': '445.60202026', 'ref_model_time': '130.11572266', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85042655', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.18868051', 'token_credit_video_advantage_mean': '-4.936e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.475e-08', 'kl_loss': '0.00980814', 'kl_moving': '0.00980814', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '-0.18868050', 'gathered_avg_reward_std': '0.13701887', 'gathered_vlm_logprob_reward_mean': '-0.18868050', 'gathered_vlm_logprob_reward_std': '0.13701887', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.18868050', 'gathered_vlm_token_credit_reward_std': '0.13701887', 'gathered_vlm_yes_no_margin_reward_mean': '2.99492192', 'gathered_vlm_yes_no_margin_reward_std': '0.74620366', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.10378575', 'gathered_ori_avg_reward_mean': '-0.18868050', 'gathered_ori_avg_reward_std': '0.13701887'} +2026-05-15 12:58:56.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:58:57.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:05.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_0/index_9570_seed_2622_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:00:10.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:00:28.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:28.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:28.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:01:54.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_0/index_9570_seed_2623_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:01:58.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:02:17.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:35.566 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:02:36.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.438 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 235 train_steps 9400 {'step': '235/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00682708', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.72509766', 'grpo_loop_time': '447.96704102', 'ref_model_time': '129.32656860', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89798790', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13075170', 'token_credit_video_advantage_mean': '-3.353e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.374e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-08', 'kl_loss': '0.00856601', 'kl_moving': '0.00856601', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.13075168', 'gathered_avg_reward_std': '0.11483984', 'gathered_vlm_logprob_reward_mean': '-0.13075168', 'gathered_vlm_logprob_reward_std': '0.11483984', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13075168', 'gathered_vlm_token_credit_reward_std': '0.11483984', 'gathered_vlm_yes_no_margin_reward_mean': '3.31093764', 'gathered_vlm_yes_no_margin_reward_std': '0.90231770', 'gathered_vlm_yes_ratio_reward_mean': '0.95624995', 'gathered_vlm_yes_ratio_reward_std': '0.08267973', 'gathered_ori_avg_reward_mean': '-0.13075168', 'gathered_ori_avg_reward_std': '0.11483984'} +2026-05-15 13:14:27.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 13:14:27.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:27.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:37.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_0/index_3095_seed_6549_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:15:42.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:16:00.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:16:00.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:16:00.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:17:29.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_0/index_3095_seed_6550_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:17:34.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:17:53.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:07.932 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:18:08.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.311 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 236 train_steps 9440 {'step': '236/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-08', 'grad_norm': '0.01649259', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.10031128', 'grpo_loop_time': '446.38742065', 'ref_model_time': '134.46067810', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86784542', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12151656', 'token_credit_video_advantage_mean': '2.794e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-08', 'kl_loss': '0.00890353', 'kl_moving': '0.00890353', 'kl_stepwise': '-2.004e-08', 'gathered_avg_reward_mean': '-0.12151655', 'gathered_avg_reward_std': '0.15517370', 'gathered_vlm_logprob_reward_mean': '-0.12151656', 'gathered_vlm_logprob_reward_std': '0.15517370', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12151656', 'gathered_vlm_token_credit_reward_std': '0.15517370', 'gathered_vlm_yes_no_margin_reward_mean': '3.76679707', 'gathered_vlm_yes_no_margin_reward_std': '1.17800522', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.08332683', 'gathered_ori_avg_reward_mean': '-0.12151656', 'gathered_ori_avg_reward_std': '0.15517370'} +2026-05-15 13:30:00.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 13:30:00.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:00.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:13.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_0/index_4516_seed_18834_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:31:17.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:31:35.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:35.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:35.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:02.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_0/index_4516_seed_18835_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:33:06.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:33:24.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:43.679 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:33:44.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:39.718 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 237 train_steps 9480 {'step': '237/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-07', 'grad_norm': '0.00510505', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.37692261', 'grpo_loop_time': '446.61251831', 'ref_model_time': '133.05804443', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87395489', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06386296', 'token_credit_video_advantage_mean': '7.544e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-07', 'kl_loss': '0.00865061', 'kl_moving': '0.00865061', 'kl_stepwise': '-1.962e-08', 'gathered_avg_reward_mean': '-0.06386296', 'gathered_avg_reward_std': '0.06301682', 'gathered_vlm_logprob_reward_mean': '-0.06386296', 'gathered_vlm_logprob_reward_std': '0.06301682', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06386296', 'gathered_vlm_token_credit_reward_std': '0.06301682', 'gathered_vlm_yes_no_margin_reward_mean': '3.71171856', 'gathered_vlm_yes_no_margin_reward_std': '0.65206957', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.06386296', 'gathered_ori_avg_reward_std': '0.06301682'} +2026-05-15 13:45:40.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 13:45:40.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:51.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_0/index_1564_seed_28196_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:46:55.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:47:13.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:13.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:13.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:48:39.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_0/index_1564_seed_28197_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:48:42.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:49:00.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:49:17.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.310 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 238 train_steps 9520 {'step': '238/10000', 'learning_rate': '0.00001000', 'loss': '8.848e-08', 'grad_norm': '0.00524828', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.48156738', 'grpo_loop_time': '446.35903931', 'ref_model_time': '136.65000916', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84012735', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14719000', 'token_credit_video_advantage_mean': '-4.657e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.397e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.754e-08', 'kl_loss': '0.00916134', 'kl_moving': '0.00916135', 'kl_stepwise': '-1.908e-08', 'gathered_avg_reward_mean': '-0.14719000', 'gathered_avg_reward_std': '0.15985619', 'gathered_vlm_logprob_reward_mean': '-0.14719000', 'gathered_vlm_logprob_reward_std': '0.15985619', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14719000', 'gathered_vlm_token_credit_reward_std': '0.15985619', 'gathered_vlm_yes_no_margin_reward_mean': '3.19882822', 'gathered_vlm_yes_no_margin_reward_std': '0.78534466', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.08833308', 'gathered_ori_avg_reward_mean': '-0.14719000', 'gathered_ori_avg_reward_std': '0.15985619'} +2026-05-15 14:01:14.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:01:14.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:14.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:25.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_0/index_7344_seed_23074_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:02:31.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:02:49.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:02:49.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:49.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:04:22.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_0/index_7344_seed_23075_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:04:27.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:04:45.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:01.852 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:05:02.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.548 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.501 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 239 train_steps 9560 {'step': '239/10000', 'learning_rate': '0.00001000', 'loss': '7.125e-08', 'grad_norm': '0.00651542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '360.66699219', 'grpo_loop_time': '445.66104126', 'ref_model_time': '131.05693054', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86739081', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06600499', 'token_credit_video_advantage_mean': '-3.865e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.752e-08', 'kl_loss': '0.00932489', 'kl_moving': '0.00932489', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '-0.06600498', 'gathered_avg_reward_std': '0.06736289', 'gathered_vlm_logprob_reward_mean': '-0.06600498', 'gathered_vlm_logprob_reward_std': '0.06736289', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06600498', 'gathered_vlm_token_credit_reward_std': '0.06736289', 'gathered_vlm_yes_no_margin_reward_mean': '3.98398399', 'gathered_vlm_yes_no_margin_reward_std': '0.80431408', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.06600498', 'gathered_ori_avg_reward_std': '0.06736289'} +2026-05-15 14:16:53.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:16:54.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:04.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_0/index_1298_seed_19430_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:18:08.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:18:26.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:26.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:26.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:19:52.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_0/index_1298_seed_19431_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:19:55.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:20:13.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:35.520 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:20:36.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.685 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:32:24.394 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 240 train_steps 9600 {'step': '240/10000', 'learning_rate': '0.00001000', 'loss': '-3.353e-08', 'grad_norm': '0.00405336', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.63497925', 'grpo_loop_time': '447.31036377', 'ref_model_time': '130.63954163', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85746574', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12709202', 'token_credit_video_advantage_mean': '3.073e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.353e-08', 'kl_loss': '0.00839399', 'kl_moving': '0.00839399', 'kl_stepwise': '-1.998e-08', 'gathered_avg_reward_mean': '-0.12709200', 'gathered_avg_reward_std': '0.11476903', 'gathered_vlm_logprob_reward_mean': '-0.12709200', 'gathered_vlm_logprob_reward_std': '0.11476903', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12709200', 'gathered_vlm_token_credit_reward_std': '0.11476903', 'gathered_vlm_yes_no_margin_reward_mean': '3.27773428', 'gathered_vlm_yes_no_margin_reward_std': '0.77947444', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.12709200', 'gathered_ori_avg_reward_std': '0.11476903'} +2026-05-15 14:33:19.231 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:33:25.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:37.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_0/index_265_seed_12442_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:34:43.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:35:01.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:35:01.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:35:01.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:36:24.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_0/index_265_seed_12443_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:36:28.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:36:47.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:04.249 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:37:05.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.394 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 241 train_steps 9640 {'step': '241/10000', 'learning_rate': '0.00001000', 'loss': '6.286e-08', 'grad_norm': '0.00499549', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.68045044', 'grpo_loop_time': '444.09082031', 'ref_model_time': '131.11566162', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86603624', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11516435', 'token_credit_video_advantage_mean': '-3.679e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.100e-08', 'kl_loss': '0.00892667', 'kl_moving': '0.00892667', 'kl_stepwise': '-1.836e-08', 'gathered_avg_reward_mean': '-0.11516435', 'gathered_avg_reward_std': '0.11863095', 'gathered_vlm_logprob_reward_mean': '-0.11516434', 'gathered_vlm_logprob_reward_std': '0.11863095', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11516434', 'gathered_vlm_token_credit_reward_std': '0.11863095', 'gathered_vlm_yes_no_margin_reward_mean': '3.56132817', 'gathered_vlm_yes_no_margin_reward_std': '0.82669014', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08267973', 'gathered_ori_avg_reward_mean': '-0.11516434', 'gathered_ori_avg_reward_std': '0.11863095'} +2026-05-15 14:48:49.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:48:49.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:49.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:59.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_0/index_4381_seed_20764_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:50:04.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:50:22.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:22.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:22.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:51:52.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_0/index_4381_seed_20765_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:51:57.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:52:15.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:35.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:52:36.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.168 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 242 train_steps 9680 {'step': '242/10000', 'learning_rate': '0.00001000', 'loss': '-7.730e-08', 'grad_norm': '0.00462410', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.92108154', 'grpo_loop_time': '449.62997437', 'ref_model_time': '130.39831543', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87804526', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11737055', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.196e-08', 'kl_loss': '0.00858087', 'kl_moving': '0.00858087', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.11737053', 'gathered_avg_reward_std': '0.13792618', 'gathered_vlm_logprob_reward_mean': '-0.11737055', 'gathered_vlm_logprob_reward_std': '0.13792618', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11737055', 'gathered_vlm_token_credit_reward_std': '0.13792618', 'gathered_vlm_yes_no_margin_reward_mean': '3.37304688', 'gathered_vlm_yes_no_margin_reward_std': '0.91500413', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.09051718', 'gathered_ori_avg_reward_mean': '-0.11737055', 'gathered_ori_avg_reward_std': '0.13792618'} +2026-05-15 15:04:29.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:04:29.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:29.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:39.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_0/index_8990_seed_29353_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:05:43.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:06:01.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:06:01.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:06:01.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:07:27.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_0/index_8990_seed_29354_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:07:33.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:07:52.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:06.955 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:08:07.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.369 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 243 train_steps 9720 {'step': '243/10000', 'learning_rate': '0.00001000', 'loss': '7.101e-08', 'grad_norm': '0.00442485', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.35351562', 'grpo_loop_time': '447.83627319', 'ref_model_time': '130.74092102', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83945000', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13403633', 'token_credit_video_advantage_mean': '-4.377e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.101e-08', 'kl_loss': '0.00877316', 'kl_moving': '0.00877316', 'kl_stepwise': '-1.818e-08', 'gathered_avg_reward_mean': '-0.13403633', 'gathered_avg_reward_std': '0.20392637', 'gathered_vlm_logprob_reward_mean': '-0.13403633', 'gathered_vlm_logprob_reward_std': '0.20392637', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13403633', 'gathered_vlm_token_credit_reward_std': '0.20392637', 'gathered_vlm_yes_no_margin_reward_mean': '3.51796865', 'gathered_vlm_yes_no_margin_reward_std': '1.10935712', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.11726040', 'gathered_ori_avg_reward_mean': '-0.13403633', 'gathered_ori_avg_reward_std': '0.20392637'} +2026-05-15 15:19:58.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:19:58.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:58.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:58.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:07.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_0/index_4558_seed_13493_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:21:12.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:21:30.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:30.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:30.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:02.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_0/index_4558_seed_13494_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:23:06.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:23:25.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:23:46.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.034 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 244 train_steps 9760 {'step': '244/10000', 'learning_rate': '0.00001000', 'loss': '-1.490e-08', 'grad_norm': '0.00536248', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '363.78439331', 'grpo_loop_time': '448.99728394', 'ref_model_time': '134.78274536', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86103523', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14171501', 'token_credit_video_advantage_mean': '1.304e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.490e-08', 'kl_loss': '0.00854277', 'kl_moving': '0.00854278', 'kl_stepwise': '-1.967e-08', 'gathered_avg_reward_mean': '-0.14171501', 'gathered_avg_reward_std': '0.15451998', 'gathered_vlm_logprob_reward_mean': '-0.14171499', 'gathered_vlm_logprob_reward_std': '0.15451998', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14171499', 'gathered_vlm_token_credit_reward_std': '0.15451998', 'gathered_vlm_yes_no_margin_reward_mean': '3.66054678', 'gathered_vlm_yes_no_margin_reward_std': '0.85789996', 'gathered_vlm_yes_ratio_reward_mean': '0.93437505', 'gathered_vlm_yes_ratio_reward_std': '0.10034122', 'gathered_ori_avg_reward_mean': '-0.14171499', 'gathered_ori_avg_reward_std': '0.15451998'} +2026-05-15 15:35:41.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:35:41.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:52.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_0/index_7706_seed_3101_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:36:55.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:37:13.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:13.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:13.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:38:41.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_0/index_7706_seed_3102_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:38:46.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:39:04.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:23.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:39:24.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.011 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 245 train_steps 9800 {'step': '245/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00797009', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.85327148', 'grpo_loop_time': '449.40896606', 'ref_model_time': '130.76527405', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84184337', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10002363', 'token_credit_video_advantage_mean': '2.515e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00885612', 'kl_moving': '0.00885612', 'kl_stepwise': '-2.001e-08', 'gathered_avg_reward_mean': '-0.10002363', 'gathered_avg_reward_std': '0.11446649', 'gathered_vlm_logprob_reward_mean': '-0.10002363', 'gathered_vlm_logprob_reward_std': '0.11446650', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10002363', 'gathered_vlm_token_credit_reward_std': '0.11446650', 'gathered_vlm_yes_no_margin_reward_mean': '3.43164062', 'gathered_vlm_yes_no_margin_reward_std': '0.86302346', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.10002363', 'gathered_ori_avg_reward_std': '0.11446650'} +2026-05-15 15:51:13.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:51:13.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:24.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_0/index_8554_seed_16717_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:52:28.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:52:46.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:52:46.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:46.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:18.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_0/index_8554_seed_16718_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:54:23.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:54:41.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:54:59.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:54:59.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.124 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 246 train_steps 9840 {'step': '246/10000', 'learning_rate': '0.00001000', 'loss': '4.098e-08', 'grad_norm': '0.00558801', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '362.96212769', 'grpo_loop_time': '445.07318115', 'ref_model_time': '134.56671143', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87672687', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13367060', 'token_credit_video_advantage_mean': '-1.932e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.679e-08', 'kl_loss': '0.00908910', 'kl_moving': '0.00908911', 'kl_stepwise': '-1.850e-08', 'gathered_avg_reward_mean': '-0.13367060', 'gathered_avg_reward_std': '0.18106604', 'gathered_vlm_logprob_reward_mean': '-0.13367060', 'gathered_vlm_logprob_reward_std': '0.18106602', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13367060', 'gathered_vlm_token_credit_reward_std': '0.18106602', 'gathered_vlm_yes_no_margin_reward_mean': '3.43984389', 'gathered_vlm_yes_no_margin_reward_std': '0.92141110', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788977', 'gathered_ori_avg_reward_mean': '-0.13367060', 'gathered_ori_avg_reward_std': '0.18106602'} +2026-05-15 16:06:52.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:06:52.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:52.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:08:02.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_0/index_5793_seed_18299_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:08:06.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:08:24.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:24.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:24.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:09:58.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_0/index_5793_seed_18300_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:10:01.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:10:19.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:37.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:10:38.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.499 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 247 train_steps 9880 {'step': '247/10000', 'learning_rate': '0.00001000', 'loss': '-2.002e-08', 'grad_norm': '0.00500228', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.94210815', 'grpo_loop_time': '451.52429199', 'ref_model_time': '130.31124878', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88541400', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15362553', 'token_credit_video_advantage_mean': '4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.387e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.375e-08', 'kl_loss': '0.00902739', 'kl_moving': '0.00902740', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '-0.15362553', 'gathered_avg_reward_std': '0.13638023', 'gathered_vlm_logprob_reward_mean': '-0.15362555', 'gathered_vlm_logprob_reward_std': '0.13638024', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15362555', 'gathered_vlm_token_credit_reward_std': '0.13638024', 'gathered_vlm_yes_no_margin_reward_mean': '3.23203135', 'gathered_vlm_yes_no_margin_reward_std': '0.79241365', 'gathered_vlm_yes_ratio_reward_mean': '0.92812502', 'gathered_vlm_yes_ratio_reward_std': '0.10820805', 'gathered_ori_avg_reward_mean': '-0.15362555', 'gathered_ori_avg_reward_std': '0.13638024'} +2026-05-15 16:22:34.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:22:34.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:34.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:43.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_0/index_2705_seed_9578_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:23:46.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:24:05.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:05.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:05.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:25:29.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_0/index_2705_seed_9579_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:25:32.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:25:52.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.832 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:13.935 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:26:14.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.561 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 248 train_steps 9920 {'step': '248/10000', 'learning_rate': '0.00001000', 'loss': '1.076e-07', 'grad_norm': '0.00505685', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.82601929', 'grpo_loop_time': '449.12887573', 'ref_model_time': '131.23149109', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87648290', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10628710', 'token_credit_video_advantage_mean': '-6.566e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.387e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.038e-07', 'kl_loss': '0.00935183', 'kl_moving': '0.00935183', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.10628710', 'gathered_avg_reward_std': '0.11497360', 'gathered_vlm_logprob_reward_mean': '-0.10628709', 'gathered_vlm_logprob_reward_std': '0.11497360', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10628709', 'gathered_vlm_token_credit_reward_std': '0.11497360', 'gathered_vlm_yes_no_margin_reward_mean': '3.73320317', 'gathered_vlm_yes_no_margin_reward_std': '0.97447962', 'gathered_vlm_yes_ratio_reward_mean': '0.94687504', 'gathered_vlm_yes_ratio_reward_std': '0.11854422', 'gathered_ori_avg_reward_mean': '-0.10628709', 'gathered_ori_avg_reward_std': '0.11497360'} +2026-05-15 16:38:09.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:38:10.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:18.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_0/index_8757_seed_31171_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:39:23.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:39:41.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:41.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:41.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:06.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_0/index_8757_seed_31172_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:41:11.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:41:29.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:53.782 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:41:54.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.449 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 249 train_steps 9960 {'step': '249/10000', 'learning_rate': '0.00001000', 'loss': '-3.632e-08', 'grad_norm': '0.00727660', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.37637329', 'grpo_loop_time': '441.11209106', 'ref_model_time': '133.08079529', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88133496', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12952814', 'token_credit_video_advantage_mean': '1.257e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.632e-08', 'kl_loss': '0.00916163', 'kl_moving': '0.00916163', 'kl_stepwise': '-1.988e-08', 'gathered_avg_reward_mean': '-0.12952814', 'gathered_avg_reward_std': '0.13200609', 'gathered_vlm_logprob_reward_mean': '-0.12952814', 'gathered_vlm_logprob_reward_std': '0.13200609', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12952814', 'gathered_vlm_token_credit_reward_std': '0.13200609', 'gathered_vlm_yes_no_margin_reward_mean': '3.31562519', 'gathered_vlm_yes_no_margin_reward_std': '0.91205579', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.10606601', 'gathered_ori_avg_reward_mean': '-0.12952814', 'gathered_ori_avg_reward_std': '0.13200609'} +2026-05-15 16:53:43.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:53:43.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:43.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:53.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_0/index_6603_seed_20511_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:54:58.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:55:16.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:16.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:16.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:56:44.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_0/index_6603_seed_20512_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:56:48.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:57:07.324 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:29.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:57:29.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:09:19.966 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 250 train_steps 10000 {'step': '250/10000', 'learning_rate': '0.00001000', 'loss': '-2.887e-08', 'grad_norm': '0.00432763', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.63183594', 'grpo_loop_time': '446.23547363', 'ref_model_time': '131.84091187', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85024357', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07230349', 'token_credit_video_advantage_mean': '2.049e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.887e-08', 'kl_loss': '0.00908505', 'kl_moving': '0.00908505', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '-0.07230349', 'gathered_avg_reward_std': '0.05163834', 'gathered_vlm_logprob_reward_mean': '-0.07230349', 'gathered_vlm_logprob_reward_std': '0.05163835', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07230349', 'gathered_vlm_token_credit_reward_std': '0.05163835', 'gathered_vlm_yes_no_margin_reward_mean': '3.66953135', 'gathered_vlm_yes_no_margin_reward_std': '0.57893473', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.07230349', 'gathered_ori_avg_reward_std': '0.05163835'} +2026-05-15 17:10:25.392 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:10:34.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:48.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_0/index_5371_seed_27895_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:11:55.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:12:18.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:18.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:18.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:13:38.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_0/index_5371_seed_27896_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 17:13:45.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:14:12.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:15.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 17:14:16.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:01.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.880 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 251 train_steps 10040 {'step': '251/10000', 'learning_rate': '0.00001000', 'loss': '5.739e-08', 'grad_norm': '0.00632092', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.02621460', 'grpo_loop_time': '445.85839844', 'ref_model_time': '130.74301147', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84609753', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10613463', 'token_credit_video_advantage_mean': '-4.587e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.739e-08', 'kl_loss': '0.00869110', 'kl_moving': '0.00869110', 'kl_stepwise': '-2.010e-08', 'gathered_avg_reward_mean': '-0.10613463', 'gathered_avg_reward_std': '0.08299443', 'gathered_vlm_logprob_reward_mean': '-0.10613462', 'gathered_vlm_logprob_reward_std': '0.08299443', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10613462', 'gathered_vlm_token_credit_reward_std': '0.08299443', 'gathered_vlm_yes_no_margin_reward_mean': '3.46796870', 'gathered_vlm_yes_no_margin_reward_std': '0.79794008', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.10613462', 'gathered_ori_avg_reward_std': '0.08299443'} +2026-05-15 17:26:01.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:26:02.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:13.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_0/index_4187_seed_25775_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:27:21.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:27:47.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:47.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:47.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:03.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_0/index_4187_seed_25776_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 17:29:09.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:29:36.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.002 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:40.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 17:29:41.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.683 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 252 train_steps 10080 {'step': '252/10000', 'learning_rate': '0.00001000', 'loss': '1.062e-07', 'grad_norm': '0.00574812', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.95495605', 'grpo_loop_time': '448.61550903', 'ref_model_time': '129.97883606', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85811436', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.19068946', 'token_credit_video_advantage_mean': '-4.936e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.062e-07', 'kl_loss': '0.00867322', 'kl_moving': '0.00867322', 'kl_stepwise': '-1.942e-08', 'gathered_avg_reward_mean': '-0.19068947', 'gathered_avg_reward_std': '0.24346678', 'gathered_vlm_logprob_reward_mean': '-0.19068947', 'gathered_vlm_logprob_reward_std': '0.24346681', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.19068947', 'gathered_vlm_token_credit_reward_std': '0.24346681', 'gathered_vlm_yes_no_margin_reward_mean': '3.16015625', 'gathered_vlm_yes_no_margin_reward_std': '1.09724188', 'gathered_vlm_yes_ratio_reward_mean': '0.91562498', 'gathered_vlm_yes_ratio_reward_std': '0.15331620', 'gathered_ori_avg_reward_mean': '-0.19068947', 'gathered_ori_avg_reward_std': '0.24346681'} +2026-05-15 17:41:32.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:41:32.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:44.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_0/index_3906_seed_16283_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:42:49.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:43:14.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:14.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:14.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:44:34.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_0/index_3906_seed_16284_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 17:44:41.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:45:05.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:13.552 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 17:45:14.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.419 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 253 train_steps 10120 {'step': '253/10000', 'learning_rate': '0.00001000', 'loss': '1.458e-07', 'grad_norm': '0.00800004', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.72680664', 'grpo_loop_time': '446.07766724', 'ref_model_time': '128.63302612', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84451377', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10893977', 'token_credit_video_advantage_mean': '-8.335e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.458e-07', 'kl_loss': '0.00859596', 'kl_moving': '0.00859596', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.10893977', 'gathered_avg_reward_std': '0.10216902', 'gathered_vlm_logprob_reward_mean': '-0.10893977', 'gathered_vlm_logprob_reward_std': '0.10216902', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10893977', 'gathered_vlm_token_credit_reward_std': '0.10216902', 'gathered_vlm_yes_no_margin_reward_mean': '3.60546875', 'gathered_vlm_yes_no_margin_reward_std': '0.90495014', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076780', 'gathered_ori_avg_reward_mean': '-0.10893977', 'gathered_ori_avg_reward_std': '0.10216902'} +2026-05-15 17:57:00.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:57:00.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:00.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:11.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_0/index_2366_seed_26208_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:58:18.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:58:45.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:45.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:45.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:02.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_0/index_2366_seed_26209_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:00:07.901 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:00:35.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:41.762 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:00:43.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.638 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 254 train_steps 10160 {'step': '254/10000', 'learning_rate': '0.00001000', 'loss': '-1.746e-07', 'grad_norm': '0.00483845', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.49951172', 'grpo_loop_time': '449.26223755', 'ref_model_time': '130.85787964', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88062924', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10767969', 'token_credit_video_advantage_mean': '9.895e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.370e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.746e-07', 'kl_loss': '0.00816145', 'kl_moving': '0.00816145', 'kl_stepwise': '-1.852e-08', 'gathered_avg_reward_mean': '-0.10767968', 'gathered_avg_reward_std': '0.10921668', 'gathered_vlm_logprob_reward_mean': '-0.10767969', 'gathered_vlm_logprob_reward_std': '0.10921669', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10767969', 'gathered_vlm_token_credit_reward_std': '0.10921669', 'gathered_vlm_yes_no_margin_reward_mean': '3.50937510', 'gathered_vlm_yes_no_margin_reward_std': '1.11040449', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.09270247', 'gathered_ori_avg_reward_mean': '-0.10767969', 'gathered_ori_avg_reward_std': '0.10921669'} +2026-05-15 18:12:36.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:12:36.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:50.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_0/index_2069_seed_16967_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 18:13:55.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:14:21.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:21.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:21.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:15:44.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_0/index_2069_seed_16968_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:15:50.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:16:17.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.858 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:25.053 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:16:26.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.704 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:24.832 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 255 train_steps 10200 {'step': '255/10000', 'learning_rate': '0.00001000', 'loss': '-6.333e-08', 'grad_norm': '0.00462534', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '365.68347168', 'grpo_loop_time': '450.30273438', 'ref_model_time': '135.05854797', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86853522', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12821041', 'token_credit_video_advantage_mean': '4.191e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.447e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.706e-08', 'kl_loss': '0.00824838', 'kl_moving': '0.00824838', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '-0.12821041', 'gathered_avg_reward_std': '0.12840445', 'gathered_vlm_logprob_reward_mean': '-0.12821041', 'gathered_vlm_logprob_reward_std': '0.12840444', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12821041', 'gathered_vlm_token_credit_reward_std': '0.12840444', 'gathered_vlm_yes_no_margin_reward_mean': '3.46679688', 'gathered_vlm_yes_no_margin_reward_std': '0.84805673', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.09662265', 'gathered_ori_avg_reward_mean': '-0.12821041', 'gathered_ori_avg_reward_std': '0.12840444'} +2026-05-15 18:28:25.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:28:25.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:36.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_0/index_9974_seed_5757_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 18:29:43.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:30:09.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:30:09.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:30:09.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:31:25.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_0/index_9974_seed_5758_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:31:33.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:32:00.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:01.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:32:03.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:57.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:57.959 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 256 train_steps 10240 {'step': '256/10000', 'learning_rate': '0.00001000', 'loss': '-1.974e-07', 'grad_norm': '0.00508000', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.61560059', 'grpo_loop_time': '447.02896118', 'ref_model_time': '135.82623291', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86426646', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10897158', 'token_credit_video_advantage_mean': '1.248e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.447e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.974e-07', 'kl_loss': '0.00870925', 'kl_moving': '0.00870925', 'kl_stepwise': '-1.976e-08', 'gathered_avg_reward_mean': '-0.10897157', 'gathered_avg_reward_std': '0.10636234', 'gathered_vlm_logprob_reward_mean': '-0.10897158', 'gathered_vlm_logprob_reward_std': '0.10636234', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10897158', 'gathered_vlm_token_credit_reward_std': '0.10636234', 'gathered_vlm_yes_no_margin_reward_mean': '3.50898433', 'gathered_vlm_yes_no_margin_reward_std': '0.83896059', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.10897158', 'gathered_ori_avg_reward_std': '0.10636234'} +2026-05-15 18:43:58.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:43:58.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:08.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_0/index_5936_seed_30179_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 18:45:14.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:45:39.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:39.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:39.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:46:57.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_0/index_5936_seed_30180_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:47:03.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:47:28.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:36.229 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:47:37.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.353 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 257 train_steps 10280 {'step': '257/10000', 'learning_rate': '0.00001000', 'loss': '9.499e-08', 'grad_norm': '0.00762520', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.57974243', 'grpo_loop_time': '449.71578979', 'ref_model_time': '128.93231201', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85033375', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06943854', 'token_credit_video_advantage_mean': '-5.122e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.447e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.499e-08', 'kl_loss': '0.00944908', 'kl_moving': '0.00944908', 'kl_stepwise': '-2.031e-08', 'gathered_avg_reward_mean': '-0.06943853', 'gathered_avg_reward_std': '0.06353991', 'gathered_vlm_logprob_reward_mean': '-0.06943853', 'gathered_vlm_logprob_reward_std': '0.06353991', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06943853', 'gathered_vlm_token_credit_reward_std': '0.06353991', 'gathered_vlm_yes_no_margin_reward_mean': '3.76406264', 'gathered_vlm_yes_no_margin_reward_std': '0.65454954', 'gathered_vlm_yes_ratio_reward_mean': '0.98749995', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.06943853', 'gathered_ori_avg_reward_std': '0.06353991'} +2026-05-15 18:59:31.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:59:31.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:31.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:44.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_0/index_8817_seed_8397_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:00:50.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:01:18.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:18.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:18.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:02:31.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_0/index_8817_seed_8398_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:02:38.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:03:06.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:11.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:03:12.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.535 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 258 train_steps 10320 {'step': '258/10000', 'learning_rate': '0.00001000', 'loss': '-2.608e-08', 'grad_norm': '0.00479977', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.26754761', 'grpo_loop_time': '448.43905640', 'ref_model_time': '134.19598389', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85475659', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13156372', 'token_credit_video_advantage_mean': '1.071e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.608e-08', 'kl_loss': '0.00943146', 'kl_moving': '0.00943146', 'kl_stepwise': '-1.925e-08', 'gathered_avg_reward_mean': '-0.13156374', 'gathered_avg_reward_std': '0.11946504', 'gathered_vlm_logprob_reward_mean': '-0.13156374', 'gathered_vlm_logprob_reward_std': '0.11946505', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13156374', 'gathered_vlm_token_credit_reward_std': '0.11946505', 'gathered_vlm_yes_no_margin_reward_mean': '3.48906255', 'gathered_vlm_yes_no_margin_reward_std': '0.74002331', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.10034122', 'gathered_ori_avg_reward_mean': '-0.13156374', 'gathered_ori_avg_reward_std': '0.11946505'} +2026-05-15 19:15:07.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 19:15:07.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:07.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:19.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_0/index_8191_seed_16895_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:16:27.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:16:53.958 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:53.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:53.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:11.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_0/index_8191_seed_16896_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:18:17.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:18:43.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:49.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:18:50.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.077 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 259 train_steps 10360 {'step': '259/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-08', 'grad_norm': '0.01122520', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.95675659', 'grpo_loop_time': '446.99533081', 'ref_model_time': '131.89160156', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85020196', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10336933', 'token_credit_video_advantage_mean': '-2.282e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.435e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-08', 'kl_loss': '0.00928986', 'kl_moving': '0.00928986', 'kl_stepwise': '-1.963e-08', 'gathered_avg_reward_mean': '-0.10336933', 'gathered_avg_reward_std': '0.12008584', 'gathered_vlm_logprob_reward_mean': '-0.10336933', 'gathered_vlm_logprob_reward_std': '0.12008585', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10336933', 'gathered_vlm_token_credit_reward_std': '0.12008585', 'gathered_vlm_yes_no_margin_reward_mean': '3.52929688', 'gathered_vlm_yes_no_margin_reward_std': '0.80698305', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614378', 'gathered_ori_avg_reward_mean': '-0.10336933', 'gathered_ori_avg_reward_std': '0.12008585'} +2026-05-15 19:30:46.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 19:30:46.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:58.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_0/index_509_seed_2399_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:32:05.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:32:34.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:34.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:34.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:33:47.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_0/index_509_seed_2400_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:33:55.746 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:34:23.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:30.374 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:34:31.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.020 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:46:30.758 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 260 train_steps 10400 {'step': '260/10000', 'learning_rate': '0.00001000', 'loss': '-4.517e-08', 'grad_norm': '0.01075165', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.53158569', 'grpo_loop_time': '449.88259888', 'ref_model_time': '131.96136475', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88886273', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11325186', 'token_credit_video_advantage_mean': '2.631e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.517e-08', 'kl_loss': '0.00986823', 'kl_moving': '0.00986823', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.11325186', 'gathered_avg_reward_std': '0.10143620', 'gathered_vlm_logprob_reward_mean': '-0.11325186', 'gathered_vlm_logprob_reward_std': '0.10143619', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11325186', 'gathered_vlm_token_credit_reward_std': '0.10143619', 'gathered_vlm_yes_no_margin_reward_mean': '3.28398418', 'gathered_vlm_yes_no_margin_reward_std': '0.88993251', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.09662265', 'gathered_ori_avg_reward_mean': '-0.11325186', 'gathered_ori_avg_reward_std': '0.10143619'} +2026-05-15 19:47:30.244 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 19:47:37.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:51.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_0/index_9998_seed_26043_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:48:58.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:49:25.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:25.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:25.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:50:38.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_0/index_9998_seed_26044_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:50:45.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:51:12.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:16.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:51:18.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.464 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 261 train_steps 10440 {'step': '261/10000', 'learning_rate': '0.00001000', 'loss': '-2.282e-07', 'grad_norm': '0.00539808', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.02392578', 'grpo_loop_time': '448.92993164', 'ref_model_time': '130.20120239', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85285556', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16614722', 'token_credit_video_advantage_mean': '1.271e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.455e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.282e-07', 'kl_loss': '0.00868164', 'kl_moving': '0.00868165', 'kl_stepwise': '-1.863e-08', 'gathered_avg_reward_mean': '-0.16614720', 'gathered_avg_reward_std': '0.22358534', 'gathered_vlm_logprob_reward_mean': '-0.16614722', 'gathered_vlm_logprob_reward_std': '0.22358532', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16614722', 'gathered_vlm_token_credit_reward_std': '0.22358532', 'gathered_vlm_yes_no_margin_reward_mean': '3.27109385', 'gathered_vlm_yes_no_margin_reward_std': '0.92230630', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514586', 'gathered_ori_avg_reward_mean': '-0.16614722', 'gathered_ori_avg_reward_std': '0.22358532'} +2026-05-15 20:03:08.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:03:08.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:08.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:08.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:22.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_0/index_5544_seed_23712_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:04:28.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:04:55.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:55.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:12.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_0/index_5544_seed_23713_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:06:17.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:06:43.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:54.497 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:06:55.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.357 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 262 train_steps 10480 {'step': '262/10000', 'learning_rate': '0.00001000', 'loss': '-5.495e-08', 'grad_norm': '0.00506211', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.53015137', 'grpo_loop_time': '445.21368408', 'ref_model_time': '131.25415039', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86147571', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11560724', 'token_credit_video_advantage_mean': '1.746e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.486e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.495e-08', 'kl_loss': '0.00846662', 'kl_moving': '0.00846662', 'kl_stepwise': '-1.985e-08', 'gathered_avg_reward_mean': '-0.11560724', 'gathered_avg_reward_std': '0.10732930', 'gathered_vlm_logprob_reward_mean': '-0.11560724', 'gathered_vlm_logprob_reward_std': '0.10732930', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11560724', 'gathered_vlm_token_credit_reward_std': '0.10732930', 'gathered_vlm_yes_no_margin_reward_mean': '3.36484385', 'gathered_vlm_yes_no_margin_reward_std': '0.73781407', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806248', 'gathered_ori_avg_reward_mean': '-0.11560724', 'gathered_ori_avg_reward_std': '0.10732930'} +2026-05-15 20:18:46.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:18:46.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:56.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_0/index_2488_seed_16835_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:20:01.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:20:28.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:28.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:28.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:21:47.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_0/index_2488_seed_16836_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:21:52.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:22:18.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:27.304 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:22:28.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:17.122 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.013 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 263 train_steps 10520 {'step': '263/10000', 'learning_rate': '0.00001000', 'loss': '-2.189e-07', 'grad_norm': '0.00482153', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.94100952', 'grpo_loop_time': '448.36456299', 'ref_model_time': '131.46109009', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86143792', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12721582', 'token_credit_video_advantage_mean': '1.355e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.411e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.189e-07', 'kl_loss': '0.00819938', 'kl_moving': '0.00819938', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.12721582', 'gathered_avg_reward_std': '0.15288702', 'gathered_vlm_logprob_reward_mean': '-0.12721580', 'gathered_vlm_logprob_reward_std': '0.15288702', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12721580', 'gathered_vlm_token_credit_reward_std': '0.15288702', 'gathered_vlm_yes_no_margin_reward_mean': '3.59218740', 'gathered_vlm_yes_no_margin_reward_std': '1.24418080', 'gathered_vlm_yes_ratio_reward_mean': '0.94374996', 'gathered_vlm_yes_ratio_reward_std': '0.11973277', 'gathered_ori_avg_reward_mean': '-0.12721580', 'gathered_ori_avg_reward_std': '0.15288702'} +2026-05-15 20:34:18.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:34:18.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:28.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_0/index_1686_seed_18231_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:35:33.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:36:01.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:36:01.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:36:01.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:18.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_0/index_1686_seed_18232_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:37:27.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:37:55.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:58.175 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:37:59.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.166 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 264 train_steps 10560 {'step': '264/10000', 'learning_rate': '0.00001000', 'loss': '1.828e-07', 'grad_norm': '0.00463575', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.28540039', 'grpo_loop_time': '447.89746094', 'ref_model_time': '135.65510559', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85032451', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.18101482', 'token_credit_video_advantage_mean': '-1.004e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.790e-07', 'kl_loss': '0.00854874', 'kl_moving': '0.00854874', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '-0.18101482', 'gathered_avg_reward_std': '0.18532489', 'gathered_vlm_logprob_reward_mean': '-0.18101484', 'gathered_vlm_logprob_reward_std': '0.18532489', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.18101484', 'gathered_vlm_token_credit_reward_std': '0.18532489', 'gathered_vlm_yes_no_margin_reward_mean': '3.07343721', 'gathered_vlm_yes_no_margin_reward_std': '0.96496111', 'gathered_vlm_yes_ratio_reward_mean': '0.92812502', 'gathered_vlm_yes_ratio_reward_std': '0.10226917', 'gathered_ori_avg_reward_mean': '-0.18101484', 'gathered_ori_avg_reward_std': '0.18532489'} +2026-05-15 20:49:53.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:49:53.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:07.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_0/index_6991_seed_16871_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:51:12.569 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:51:36.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:36.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:36.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:52:52.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_0/index_6991_seed_16872_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:52:57.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:53:22.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:34.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:53:35.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.957 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.287 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 265 train_steps 10600 {'step': '265/10000', 'learning_rate': '0.00001000', 'loss': '1.113e-07', 'grad_norm': '0.00495197', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.41671753', 'grpo_loop_time': '451.09716797', 'ref_model_time': '129.81436157', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87266463', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16055049', 'token_credit_video_advantage_mean': '-6.054e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.113e-07', 'kl_loss': '0.00876811', 'kl_moving': '0.00876811', 'kl_stepwise': '-1.864e-08', 'gathered_avg_reward_mean': '-0.16055048', 'gathered_avg_reward_std': '0.20721170', 'gathered_vlm_logprob_reward_mean': '-0.16055048', 'gathered_vlm_logprob_reward_std': '0.20721169', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16055048', 'gathered_vlm_token_credit_reward_std': '0.20721169', 'gathered_vlm_yes_no_margin_reward_mean': '3.37695312', 'gathered_vlm_yes_no_margin_reward_std': '1.17696226', 'gathered_vlm_yes_ratio_reward_mean': '0.91874999', 'gathered_vlm_yes_ratio_reward_std': '0.14882350', 'gathered_ori_avg_reward_mean': '-0.16055048', 'gathered_ori_avg_reward_std': '0.20721169'} +2026-05-15 21:05:31.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:05:31.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:46.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_0/index_5531_seed_12769_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:06:54.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:07:20.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:20.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:20.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:08:35.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_0/index_5531_seed_12770_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:08:42.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:09:08.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:12.810 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:09:14.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.521 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 266 train_steps 10640 {'step': '266/10000', 'learning_rate': '0.00001000', 'loss': '5.739e-08', 'grad_norm': '0.00422684', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.65902710', 'grpo_loop_time': '448.93945312', 'ref_model_time': '128.80284119', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86065674', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06431163', 'token_credit_video_advantage_mean': '-4.214e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.362e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.553e-08', 'kl_loss': '0.00840625', 'kl_moving': '0.00840625', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.06431164', 'gathered_avg_reward_std': '0.07329163', 'gathered_vlm_logprob_reward_mean': '-0.06431163', 'gathered_vlm_logprob_reward_std': '0.07329164', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06431163', 'gathered_vlm_token_credit_reward_std': '0.07329164', 'gathered_vlm_yes_no_margin_reward_mean': '3.86054707', 'gathered_vlm_yes_no_margin_reward_std': '0.81414270', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.06431163', 'gathered_ori_avg_reward_std': '0.07329164'} +2026-05-15 21:21:03.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:21:03.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:03.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:17.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_0/index_8773_seed_18105_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:22:25.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:22:52.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:52.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:52.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:04.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_0/index_8773_seed_18106_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:24:10.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:24:36.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:45.306 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:24:46.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.528 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 267 train_steps 10680 {'step': '267/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00597040', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.38232422', 'grpo_loop_time': '448.25680542', 'ref_model_time': '133.37600708', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84396559', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13466232', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.466e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00929806', 'kl_moving': '0.00929807', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '-0.13466232', 'gathered_avg_reward_std': '0.13216038', 'gathered_vlm_logprob_reward_mean': '-0.13466232', 'gathered_vlm_logprob_reward_std': '0.13216038', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13466232', 'gathered_vlm_token_credit_reward_std': '0.13216038', 'gathered_vlm_yes_no_margin_reward_mean': '3.23906255', 'gathered_vlm_yes_no_margin_reward_std': '0.82294822', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.13466232', 'gathered_ori_avg_reward_std': '0.13216038'} +2026-05-15 21:36:42.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:36:42.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:42.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:53.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_0/index_7853_seed_25652_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:38:00.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:38:27.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:27.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:27.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:39:46.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_0/index_7853_seed_25653_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:39:54.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:40:19.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:25.484 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:40:26.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:18.864 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 268 train_steps 10720 {'step': '268/10000', 'learning_rate': '0.00001000', 'loss': '7.078e-08', 'grad_norm': '0.00566893', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.16839600', 'grpo_loop_time': '447.13812256', 'ref_model_time': '132.90449524', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85529625', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07890576', 'token_credit_video_advantage_mean': '-4.843e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.078e-08', 'kl_loss': '0.00907662', 'kl_moving': '0.00907663', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '-0.07890576', 'gathered_avg_reward_std': '0.06398121', 'gathered_vlm_logprob_reward_mean': '-0.07890576', 'gathered_vlm_logprob_reward_std': '0.06398121', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07890576', 'gathered_vlm_token_credit_reward_std': '0.06398121', 'gathered_vlm_yes_no_margin_reward_mean': '3.67578149', 'gathered_vlm_yes_no_margin_reward_std': '0.91839886', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.07890576', 'gathered_ori_avg_reward_std': '0.06398121'} +2026-05-15 21:52:19.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:52:19.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:30.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_0/index_7626_seed_11731_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:53:36.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:54:01.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:54:01.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:54:01.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:18.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_0/index_7626_seed_11732_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:55:22.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:55:52.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:56.320 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:55:57.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.978 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.002 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 269 train_steps 10760 {'step': '269/10000', 'learning_rate': '0.00001000', 'loss': '-1.653e-08', 'grad_norm': '0.01066246', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.06835938', 'grpo_loop_time': '447.99111938', 'ref_model_time': '131.25051880', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89230859', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12897164', 'token_credit_video_advantage_mean': '2.095e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.560e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.653e-08', 'kl_loss': '0.00936304', 'kl_moving': '0.00936304', 'kl_stepwise': '-2.114e-08', 'gathered_avg_reward_mean': '-0.12897162', 'gathered_avg_reward_std': '0.10741965', 'gathered_vlm_logprob_reward_mean': '-0.12897164', 'gathered_vlm_logprob_reward_std': '0.10741965', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12897164', 'gathered_vlm_token_credit_reward_std': '0.10741965', 'gathered_vlm_yes_no_margin_reward_mean': '3.47226572', 'gathered_vlm_yes_no_margin_reward_std': '1.01012564', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.08992185', 'gathered_ori_avg_reward_mean': '-0.12897164', 'gathered_ori_avg_reward_std': '0.10741965'} +2026-05-15 22:07:53.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:07:53.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:05.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_0/index_481_seed_9610_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:09:11.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:09:38.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:38.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:38.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:10:52.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_0/index_481_seed_9611_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:11:00.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:11:27.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:35.502 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:11:36.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.081 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:30.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:23:30.886 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 270 train_steps 10800 {'step': '270/10000', 'learning_rate': '0.00001000', 'loss': '-1.607e-08', 'grad_norm': '0.00711543', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.73031616', 'grpo_loop_time': '449.79278564', 'ref_model_time': '134.96772766', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86302704', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16149421', 'token_credit_video_advantage_mean': '5.995e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.618e-08', 'kl_loss': '0.00996558', 'kl_moving': '0.00996559', 'kl_stepwise': '-2.049e-08', 'gathered_avg_reward_mean': '-0.16149423', 'gathered_avg_reward_std': '0.18125486', 'gathered_vlm_logprob_reward_mean': '-0.16149423', 'gathered_vlm_logprob_reward_std': '0.18125486', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16149423', 'gathered_vlm_token_credit_reward_std': '0.18125486', 'gathered_vlm_yes_no_margin_reward_mean': '3.13671875', 'gathered_vlm_yes_no_margin_reward_std': '0.95436877', 'gathered_vlm_yes_ratio_reward_mean': '0.94062495', 'gathered_vlm_yes_ratio_reward_std': '0.09797759', 'gathered_ori_avg_reward_mean': '-0.16149423', 'gathered_ori_avg_reward_std': '0.18125486'} +2026-05-15 22:24:30.497 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:24:33.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:46.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_0/index_1385_seed_549_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:25:50.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:26:16.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:16.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:16.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:27:33.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_0/index_1385_seed_550_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:27:38.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:28:05.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:11.980 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:28:13.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.504 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.961 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.818 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 271 train_steps 10840 {'step': '271/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00598380', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.19754028', 'grpo_loop_time': '447.32110596', 'ref_model_time': '131.85267639', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86855614', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14115712', 'token_credit_video_advantage_mean': '3.102e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00884429', 'kl_moving': '0.00884429', 'kl_stepwise': '-1.922e-08', 'gathered_avg_reward_mean': '-0.14115712', 'gathered_avg_reward_std': '0.14733240', 'gathered_vlm_logprob_reward_mean': '-0.14115712', 'gathered_vlm_logprob_reward_std': '0.14733240', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14115712', 'gathered_vlm_token_credit_reward_std': '0.14733240', 'gathered_vlm_yes_no_margin_reward_mean': '3.20156264', 'gathered_vlm_yes_no_margin_reward_std': '0.84882593', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.14115712', 'gathered_ori_avg_reward_std': '0.14733240'} +2026-05-15 22:40:00.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:40:01.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:12.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_0/index_2027_seed_2605_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:41:20.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:41:47.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:47.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:47.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:02.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_0/index_2027_seed_2606_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:43:10.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:43:38.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:38.784 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:43:40.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.504 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.545 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 272 train_steps 10880 {'step': '272/10000', 'learning_rate': '0.00001000', 'loss': '1.909e-08', 'grad_norm': '0.00487279', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.55712891', 'grpo_loop_time': '448.66360474', 'ref_model_time': '129.31193542', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87267494', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16549259', 'token_credit_video_advantage_mean': '-6.752e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.453e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.816e-08', 'kl_loss': '0.00843417', 'kl_moving': '0.00843417', 'kl_stepwise': '-1.957e-08', 'gathered_avg_reward_mean': '-0.16549261', 'gathered_avg_reward_std': '0.15528479', 'gathered_vlm_logprob_reward_mean': '-0.16549259', 'gathered_vlm_logprob_reward_std': '0.15528479', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16549259', 'gathered_vlm_token_credit_reward_std': '0.15528479', 'gathered_vlm_yes_no_margin_reward_mean': '3.08710933', 'gathered_vlm_yes_no_margin_reward_std': '0.97304487', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288799', 'gathered_ori_avg_reward_mean': '-0.16549259', 'gathered_ori_avg_reward_std': '0.15528479'} +2026-05-15 22:55:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:55:34.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:34.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:45.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_0/index_8982_seed_2909_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:56:53.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:57:19.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:19.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:19.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:58:31.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_0/index_8982_seed_2910_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:58:39.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:59:05.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:10.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:59:11.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:02.968 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 273 train_steps 10920 {'step': '273/10000', 'learning_rate': '0.00001000', 'loss': '2.105e-07', 'grad_norm': '0.00482634', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.75442505', 'grpo_loop_time': '449.80978394', 'ref_model_time': '130.95745850', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85486037', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14128998', 'token_credit_video_advantage_mean': '-1.304e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.391e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.105e-07', 'kl_loss': '0.00907363', 'kl_moving': '0.00907363', 'kl_stepwise': '-1.900e-08', 'gathered_avg_reward_mean': '-0.14128999', 'gathered_avg_reward_std': '0.10374590', 'gathered_vlm_logprob_reward_mean': '-0.14128999', 'gathered_vlm_logprob_reward_std': '0.10374589', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14128999', 'gathered_vlm_token_credit_reward_std': '0.10374589', 'gathered_vlm_yes_no_margin_reward_mean': '3.22070312', 'gathered_vlm_yes_no_margin_reward_std': '0.80941182', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.14128999', 'gathered_ori_avg_reward_std': '0.10374589'} +2026-05-15 23:11:03.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:11:03.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:15.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_0/index_1228_seed_2425_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:12:21.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:12:46.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:46.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:46.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:02.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_0/index_1228_seed_2426_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 23:14:08.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:14:35.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:42.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 23:14:43.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.018 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 274 train_steps 10960 {'step': '274/10000', 'learning_rate': '0.00001000', 'loss': '9.406e-08', 'grad_norm': '0.01811476', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.10644531', 'grpo_loop_time': '447.55978394', 'ref_model_time': '130.44277954', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85582280', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12708335', 'token_credit_video_advantage_mean': '-3.912e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.406e-08', 'kl_loss': '0.00938343', 'kl_moving': '0.00938343', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.12708335', 'gathered_avg_reward_std': '0.13881730', 'gathered_vlm_logprob_reward_mean': '-0.12708336', 'gathered_vlm_logprob_reward_std': '0.13881730', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12708336', 'gathered_vlm_token_credit_reward_std': '0.13881730', 'gathered_vlm_yes_no_margin_reward_mean': '3.27890635', 'gathered_vlm_yes_no_margin_reward_std': '1.02295172', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.12484365', 'gathered_ori_avg_reward_mean': '-0.12708336', 'gathered_ori_avg_reward_std': '0.13881730'} +2026-05-15 23:26:29.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:26:29.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:42.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_0/index_467_seed_12323_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:27:49.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:28:20.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:20.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:20.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:29:34.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_0/index_467_seed_12324_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 23:29:39.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:30:06.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.774 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:10.946 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 23:30:12.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.438 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 275 train_steps 11000 {'step': '275/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-08', 'grad_norm': '0.00424872', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.99737549', 'grpo_loop_time': '448.09982300', 'ref_model_time': '130.81423950', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87060648', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12938164', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.526e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-08', 'kl_loss': '0.00814967', 'kl_moving': '0.00814968', 'kl_stepwise': '-1.839e-08', 'gathered_avg_reward_mean': '-0.12938164', 'gathered_avg_reward_std': '0.11045896', 'gathered_vlm_logprob_reward_mean': '-0.12938163', 'gathered_vlm_logprob_reward_std': '0.11045895', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12938163', 'gathered_vlm_token_credit_reward_std': '0.11045895', 'gathered_vlm_yes_no_margin_reward_mean': '3.44999981', 'gathered_vlm_yes_no_margin_reward_std': '1.03886390', 'gathered_vlm_yes_ratio_reward_mean': '0.95937496', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.12938163', 'gathered_ori_avg_reward_std': '0.11045895'} +2026-05-15 23:42:01.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:42:01.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:01.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:12.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_0/index_1779_seed_23101_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:43:17.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:43:44.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:44.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:44.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:03.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_0/index_1779_seed_23102_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 23:45:09.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:45:37.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:40.397 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 23:45:41.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:34.938 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 276 train_steps 11040 {'step': '276/10000', 'learning_rate': '0.00001000', 'loss': '-2.198e-07', 'grad_norm': '0.01293182', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.13034058', 'grpo_loop_time': '447.83816528', 'ref_model_time': '129.68649292', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85397875', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13774930', 'token_credit_video_advantage_mean': '1.322e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.198e-07', 'kl_loss': '0.00910634', 'kl_moving': '0.00910634', 'kl_stepwise': '-1.895e-08', 'gathered_avg_reward_mean': '-0.13774931', 'gathered_avg_reward_std': '0.13896032', 'gathered_vlm_logprob_reward_mean': '-0.13774931', 'gathered_vlm_logprob_reward_std': '0.13896032', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13774931', 'gathered_vlm_token_credit_reward_std': '0.13896032', 'gathered_vlm_yes_no_margin_reward_mean': '3.27226543', 'gathered_vlm_yes_no_margin_reward_std': '0.74777162', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11659224', 'gathered_ori_avg_reward_mean': '-0.13774931', 'gathered_ori_avg_reward_std': '0.13896032'} +2026-05-15 23:57:35.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:57:35.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:47.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_0/index_6722_seed_22497_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:58:55.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:59:21.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:21.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:21.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:00:35.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_0/index_6722_seed_22498_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:00:40.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:01:07.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:13.536 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:01:14.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.368 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 277 train_steps 11080 {'step': '277/10000', 'learning_rate': '0.00001000', 'loss': '4.238e-08', 'grad_norm': '0.00474689', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.56030273', 'grpo_loop_time': '449.02761841', 'ref_model_time': '132.95372009', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87311673', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12940919', 'token_credit_video_advantage_mean': '-3.539e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.238e-08', 'kl_loss': '0.00880470', 'kl_moving': '0.00880470', 'kl_stepwise': '-1.913e-08', 'gathered_avg_reward_mean': '-0.12940921', 'gathered_avg_reward_std': '0.13272828', 'gathered_vlm_logprob_reward_mean': '-0.12940921', 'gathered_vlm_logprob_reward_std': '0.13272829', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12940921', 'gathered_vlm_token_credit_reward_std': '0.13272829', 'gathered_vlm_yes_no_margin_reward_mean': '3.23203135', 'gathered_vlm_yes_no_margin_reward_std': '0.94930553', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.10453580', 'gathered_ori_avg_reward_mean': '-0.12940921', 'gathered_ori_avg_reward_std': '0.13272829'} +2026-05-16 00:13:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 00:13:11.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:11.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:24.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_0/index_4742_seed_14698_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 00:14:32.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:15:02.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:15:02.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:15:02.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:18.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_0/index_4742_seed_14699_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:16:24.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:16:52.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:55.591 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:16:56.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:49.912 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 278 train_steps 11120 {'step': '278/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00533386', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.68634033', 'grpo_loop_time': '447.55664062', 'ref_model_time': '132.21446228', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84663010', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14157315', 'token_credit_video_advantage_mean': '-4.191e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.471e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.333e-08', 'kl_loss': '0.00944880', 'kl_moving': '0.00944881', 'kl_stepwise': '-1.942e-08', 'gathered_avg_reward_mean': '-0.14157315', 'gathered_avg_reward_std': '0.14196947', 'gathered_vlm_logprob_reward_mean': '-0.14157315', 'gathered_vlm_logprob_reward_std': '0.14196946', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14157315', 'gathered_vlm_token_credit_reward_std': '0.14196946', 'gathered_vlm_yes_no_margin_reward_mean': '3.01523423', 'gathered_vlm_yes_no_margin_reward_std': '0.76179039', 'gathered_vlm_yes_ratio_reward_mean': '0.94062495', 'gathered_vlm_yes_ratio_reward_std': '0.10416145', 'gathered_ori_avg_reward_mean': '-0.14157315', 'gathered_ori_avg_reward_std': '0.14196946'} +2026-05-16 00:28:50.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 00:28:50.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:30:03.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_0/index_7951_seed_8134_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 00:30:10.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:30:39.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:39.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:39.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:31:51.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_0/index_7951_seed_8135_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:31:59.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:32:26.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:35.621 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:32:36.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:28.855 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 279 train_steps 11160 {'step': '279/10000', 'learning_rate': '0.00001000', 'loss': '-1.397e-09', 'grad_norm': '0.00641934', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '365.64489746', 'grpo_loop_time': '440.83197021', 'ref_model_time': '137.55758667', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86543840', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10191645', 'token_credit_video_advantage_mean': '4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-09', 'kl_loss': '0.00935753', 'kl_moving': '0.00935753', 'kl_stepwise': '-1.980e-08', 'gathered_avg_reward_mean': '-0.10191645', 'gathered_avg_reward_std': '0.10350222', 'gathered_vlm_logprob_reward_mean': '-0.10191645', 'gathered_vlm_logprob_reward_std': '0.10350222', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10191645', 'gathered_vlm_token_credit_reward_std': '0.10350222', 'gathered_vlm_yes_no_margin_reward_mean': '3.58046889', 'gathered_vlm_yes_no_margin_reward_std': '0.92606014', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.09051719', 'gathered_ori_avg_reward_mean': '-0.10191645', 'gathered_ori_avg_reward_std': '0.10350222'} +2026-05-16 00:44:29.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 00:44:29.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:38.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_0/index_2379_seed_1898_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 00:45:46.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:46:14.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:46:14.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:46:14.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:47:24.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_0/index_2379_seed_1899_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:47:31.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:47:57.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:02.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:48:04.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 00:59:36.614 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 280 train_steps 11200 {'step': '280/10000', 'learning_rate': '0.00001000', 'loss': '7.171e-08', 'grad_norm': '0.00360040', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.38391113', 'grpo_loop_time': '436.66018677', 'ref_model_time': '127.57588959', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87917358', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11544772', 'token_credit_video_advantage_mean': '-4.377e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.405e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.799e-08', 'kl_loss': '0.00884735', 'kl_moving': '0.00884735', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.11544774', 'gathered_avg_reward_std': '0.18730822', 'gathered_vlm_logprob_reward_mean': '-0.11544773', 'gathered_vlm_logprob_reward_std': '0.18730822', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11544773', 'gathered_vlm_token_credit_reward_std': '0.18730822', 'gathered_vlm_yes_no_margin_reward_mean': '3.62851548', 'gathered_vlm_yes_no_margin_reward_std': '0.84723657', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076781', 'gathered_ori_avg_reward_mean': '-0.11544773', 'gathered_ori_avg_reward_std': '0.18730822'} +2026-05-16 01:00:37.483 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:00:39.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:50.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_0/index_7408_seed_31574_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:01:58.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:02:26.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:26.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:26.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:03:36.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_0/index_7408_seed_31575_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:03:43.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:04:11.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.092 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:13.110 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:04:14.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.284 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 281 train_steps 11240 {'step': '281/10000', 'learning_rate': '0.00001000', 'loss': '3.865e-08', 'grad_norm': '0.00535542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.27023315', 'grpo_loop_time': '440.73217773', 'ref_model_time': '128.32278442', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86483383', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08457140', 'token_credit_video_advantage_mean': '-4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.403e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.865e-08', 'kl_loss': '0.00842569', 'kl_moving': '0.00842570', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '-0.08457139', 'gathered_avg_reward_std': '0.08118504', 'gathered_vlm_logprob_reward_mean': '-0.08457139', 'gathered_vlm_logprob_reward_std': '0.08118504', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08457139', 'gathered_vlm_token_credit_reward_std': '0.08118504', 'gathered_vlm_yes_no_margin_reward_mean': '3.78164053', 'gathered_vlm_yes_no_margin_reward_std': '0.73087919', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.08457139', 'gathered_ori_avg_reward_std': '0.08118504'} +2026-05-16 01:15:49.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:15:49.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:59.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_0/index_5970_seed_1332_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:17:04.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:17:31.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:31.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:31.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:18:43.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_0/index_5970_seed_1333_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:18:51.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:19:18.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:19.068 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:19:20.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.526 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.311 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 282 train_steps 11280 {'step': '282/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-08', 'grad_norm': '0.00722018', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.43038940', 'grpo_loop_time': '437.04296875', 'ref_model_time': '126.33158875', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85013175', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14412209', 'token_credit_video_advantage_mean': '1.537e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-08', 'kl_loss': '0.00824485', 'kl_moving': '0.00824485', 'kl_stepwise': '-1.837e-08', 'gathered_avg_reward_mean': '-0.14412208', 'gathered_avg_reward_std': '0.20352453', 'gathered_vlm_logprob_reward_mean': '-0.14412208', 'gathered_vlm_logprob_reward_std': '0.20352453', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14412208', 'gathered_vlm_token_credit_reward_std': '0.20352453', 'gathered_vlm_yes_no_margin_reward_mean': '3.50976562', 'gathered_vlm_yes_no_margin_reward_std': '1.23253906', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514586', 'gathered_ori_avg_reward_mean': '-0.14412208', 'gathered_ori_avg_reward_std': '0.20352453'} +2026-05-16 01:30:51.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:30:51.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:32:02.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_0/index_4668_seed_13690_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:32:09.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:32:37.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:37.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:37.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:33:47.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_0/index_4668_seed_13691_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:33:55.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:34:22.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:22.622 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:34:24.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.653 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 283 train_steps 11320 {'step': '283/10000', 'learning_rate': '0.00001000', 'loss': '1.071e-08', 'grad_norm': '0.00459861', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.13653564', 'grpo_loop_time': '438.07269287', 'ref_model_time': '130.39224243', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87071997', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10456257', 'token_credit_video_advantage_mean': '8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.122e-09', 'kl_loss': '0.00838769', 'kl_moving': '0.00838769', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '-0.10456257', 'gathered_avg_reward_std': '0.09473918', 'gathered_vlm_logprob_reward_mean': '-0.10456257', 'gathered_vlm_logprob_reward_std': '0.09473918', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10456257', 'gathered_vlm_token_credit_reward_std': '0.09473918', 'gathered_vlm_yes_no_margin_reward_mean': '3.56679678', 'gathered_vlm_yes_no_margin_reward_std': '0.90684307', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046495', 'gathered_ori_avg_reward_mean': '-0.10456257', 'gathered_ori_avg_reward_std': '0.09473918'} +2026-05-16 01:45:58.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:45:58.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:58.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:58.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:06.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_0/index_9975_seed_1463_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:47:14.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:47:40.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:40.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:40.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:48:55.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_0/index_9975_seed_1464_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:49:03.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:49:27.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:27.773 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:49:28.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.972 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.535 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.111 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 284 train_steps 11360 {'step': '284/10000', 'learning_rate': '0.00001000', 'loss': '-4.284e-08', 'grad_norm': '0.00426140', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.12884521', 'grpo_loop_time': '438.76882935', 'ref_model_time': '128.94378662', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86563498', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11952472', 'token_credit_video_advantage_mean': '3.399e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.284e-08', 'kl_loss': '0.00837819', 'kl_moving': '0.00837819', 'kl_stepwise': '-1.930e-08', 'gathered_avg_reward_mean': '-0.11952472', 'gathered_avg_reward_std': '0.11192797', 'gathered_vlm_logprob_reward_mean': '-0.11952472', 'gathered_vlm_logprob_reward_std': '0.11192797', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11952472', 'gathered_vlm_token_credit_reward_std': '0.11192797', 'gathered_vlm_yes_no_margin_reward_mean': '3.42773438', 'gathered_vlm_yes_no_margin_reward_std': '1.04955459', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.11180339', 'gathered_ori_avg_reward_mean': '-0.11952472', 'gathered_ori_avg_reward_std': '0.11192797'} +2026-05-16 02:01:02.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:01:02.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:12.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_0/index_9340_seed_6470_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:02:17.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:02:44.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:44.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:44.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:00.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_0/index_9340_seed_6471_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:04:06.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:04:35.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:36.552 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:04:38.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.990 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.708 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 285 train_steps 11400 {'step': '285/10000', 'learning_rate': '0.00001000', 'loss': '-3.539e-08', 'grad_norm': '0.00490700', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.14053345', 'grpo_loop_time': '441.76345825', 'ref_model_time': '128.37158203', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88641775', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10608922', 'token_credit_video_advantage_mean': '2.049e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.419e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.539e-08', 'kl_loss': '0.00818838', 'kl_moving': '0.00818838', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '-0.10608921', 'gathered_avg_reward_std': '0.08138019', 'gathered_vlm_logprob_reward_mean': '-0.10608922', 'gathered_vlm_logprob_reward_std': '0.08138020', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10608922', 'gathered_vlm_token_credit_reward_std': '0.08138020', 'gathered_vlm_yes_no_margin_reward_mean': '3.32304668', 'gathered_vlm_yes_no_margin_reward_std': '0.88159680', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.10608922', 'gathered_ori_avg_reward_std': '0.08138020'} +2026-05-16 02:16:16.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:16:16.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:16.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:28.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_0/index_5864_seed_32733_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:17:36.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:18:03.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:18:03.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:18:03.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:14.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_0/index_5864_seed_32734_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:19:23.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:19:51.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:52.334 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:19:53.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.040 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 286 train_steps 11440 {'step': '286/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-08', 'grad_norm': '0.00705596', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.02822876', 'grpo_loop_time': '438.87155151', 'ref_model_time': '130.23822021', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86896628', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09044500', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.430e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-08', 'kl_loss': '0.00965247', 'kl_moving': '0.00965247', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '-0.09044500', 'gathered_avg_reward_std': '0.05943624', 'gathered_vlm_logprob_reward_mean': '-0.09044500', 'gathered_vlm_logprob_reward_std': '0.05943624', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09044500', 'gathered_vlm_token_credit_reward_std': '0.05943624', 'gathered_vlm_yes_no_margin_reward_mean': '3.39335942', 'gathered_vlm_yes_no_margin_reward_std': '0.77579653', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.09044500', 'gathered_ori_avg_reward_std': '0.05943624'} +2026-05-16 02:31:31.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:31:31.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:41.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_0/index_526_seed_28932_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:32:47.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:33:15.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:15.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:15.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:34:26.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_0/index_526_seed_28933_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:34:31.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:34:57.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:05.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:35:06.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.057 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 287 train_steps 11480 {'step': '287/10000', 'learning_rate': '0.00001000', 'loss': '-8.009e-08', 'grad_norm': '0.00859993', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.46365356', 'grpo_loop_time': '437.62158203', 'ref_model_time': '130.73776245', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86153144', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11532518', 'token_credit_video_advantage_mean': '5.774e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-08', 'kl_loss': '0.00966678', 'kl_moving': '0.00966678', 'kl_stepwise': '-1.995e-08', 'gathered_avg_reward_mean': '-0.11532518', 'gathered_avg_reward_std': '0.10821731', 'gathered_vlm_logprob_reward_mean': '-0.11532518', 'gathered_vlm_logprob_reward_std': '0.10821731', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11532518', 'gathered_vlm_token_credit_reward_std': '0.10821731', 'gathered_vlm_yes_no_margin_reward_mean': '3.34609365', 'gathered_vlm_yes_no_margin_reward_std': '0.88796443', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.11532518', 'gathered_ori_avg_reward_std': '0.10821731'} +2026-05-16 02:46:41.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:46:41.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:52.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_0/index_3313_seed_16288_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:48:00.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:48:28.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:28.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:28.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:49:43.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_0/index_3313_seed_16289_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:49:50.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:50:17.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:18.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:50:19.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.316 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.012 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 288 train_steps 11520 {'step': '288/10000', 'learning_rate': '0.00001000', 'loss': '-4.284e-08', 'grad_norm': '0.00413197', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.30154419', 'grpo_loop_time': '440.80078125', 'ref_model_time': '126.90343475', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85278094', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09756872', 'token_credit_video_advantage_mean': '3.073e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.432e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.284e-08', 'kl_loss': '0.00919308', 'kl_moving': '0.00919308', 'kl_stepwise': '-1.983e-08', 'gathered_avg_reward_mean': '-0.09756873', 'gathered_avg_reward_std': '0.08888450', 'gathered_vlm_logprob_reward_mean': '-0.09756872', 'gathered_vlm_logprob_reward_std': '0.08888450', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09756872', 'gathered_vlm_token_credit_reward_std': '0.08888450', 'gathered_vlm_yes_no_margin_reward_mean': '3.47695303', 'gathered_vlm_yes_no_margin_reward_std': '0.72824311', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.09051717', 'gathered_ori_avg_reward_mean': '-0.09756872', 'gathered_ori_avg_reward_std': '0.08888450'} +2026-05-16 03:01:53.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:01:53.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:03:03.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_0/index_4172_seed_32132_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:03:09.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:03:39.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:39.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:39.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:04:51.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_0/index_4172_seed_32133_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:04:59.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:05:29.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:30.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:05:31.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:08.961 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 289 train_steps 11560 {'step': '289/10000', 'learning_rate': '0.00001000', 'loss': '6.659e-08', 'grad_norm': '0.00469346', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.99880981', 'grpo_loop_time': '441.65493774', 'ref_model_time': '128.42170715', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85600853', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13821426', 'token_credit_video_advantage_mean': '-4.121e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.461e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.566e-08', 'kl_loss': '0.00890207', 'kl_moving': '0.00890207', 'kl_stepwise': '-2.022e-08', 'gathered_avg_reward_mean': '-0.13821426', 'gathered_avg_reward_std': '0.12921906', 'gathered_vlm_logprob_reward_mean': '-0.13821426', 'gathered_vlm_logprob_reward_std': '0.12921906', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13821426', 'gathered_vlm_token_credit_reward_std': '0.12921906', 'gathered_vlm_yes_no_margin_reward_mean': '3.52343750', 'gathered_vlm_yes_no_margin_reward_std': '0.90015054', 'gathered_vlm_yes_ratio_reward_mean': '0.91562498', 'gathered_vlm_yes_ratio_reward_std': '0.11621471', 'gathered_ori_avg_reward_mean': '-0.13821426', 'gathered_ori_avg_reward_std': '0.12921906'} +2026-05-16 03:17:09.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:17:09.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:20.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_0/index_8860_seed_2783_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:18:26.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:18:53.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:53.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:53.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:04.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_0/index_8860_seed_2784_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:20:10.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:20:39.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:40.973 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:20:42.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:32:19.613 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 290 train_steps 11600 {'step': '290/10000', 'learning_rate': '0.00001000', 'loss': '6.647e-08', 'grad_norm': '0.00511517', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.63598633', 'grpo_loop_time': '438.58432007', 'ref_model_time': '128.42462158', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88246214', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15429224', 'token_credit_video_advantage_mean': '-5.984e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.624e-08', 'kl_loss': '0.00901873', 'kl_moving': '0.00901873', 'kl_stepwise': '-1.957e-08', 'gathered_avg_reward_mean': '-0.15429223', 'gathered_avg_reward_std': '0.11637484', 'gathered_vlm_logprob_reward_mean': '-0.15429223', 'gathered_vlm_logprob_reward_std': '0.11637484', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15429223', 'gathered_vlm_token_credit_reward_std': '0.11637484', 'gathered_vlm_yes_no_margin_reward_mean': '3.12812495', 'gathered_vlm_yes_no_margin_reward_std': '0.89971244', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09270249', 'gathered_ori_avg_reward_mean': '-0.15429223', 'gathered_ori_avg_reward_std': '0.11637484'} +2026-05-16 03:33:21.314 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:33:27.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:42.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_0/index_7719_seed_23775_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:34:51.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:35:19.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:19.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:19.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:36:31.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_0/index_7719_seed_23776_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:36:37.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:37:06.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:07.909 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:37:09.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.782 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.407 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 291 train_steps 11640 {'step': '291/10000', 'learning_rate': '0.00001000', 'loss': '-2.468e-08', 'grad_norm': '0.00575460', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.44046021', 'grpo_loop_time': '437.79882812', 'ref_model_time': '127.23000336', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85910380', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13041350', 'token_credit_video_advantage_mean': '1.839e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.451e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.468e-08', 'kl_loss': '0.00832236', 'kl_moving': '0.00832236', 'kl_stepwise': '-1.910e-08', 'gathered_avg_reward_mean': '-0.13041350', 'gathered_avg_reward_std': '0.09047426', 'gathered_vlm_logprob_reward_mean': '-0.13041350', 'gathered_vlm_logprob_reward_std': '0.09047426', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13041350', 'gathered_vlm_token_credit_reward_std': '0.09047426', 'gathered_vlm_yes_no_margin_reward_mean': '3.08867168', 'gathered_vlm_yes_no_margin_reward_std': '0.66695040', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.13041350', 'gathered_ori_avg_reward_std': '0.09047426'} +2026-05-16 03:48:43.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:48:43.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:55.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_0/index_3072_seed_2586_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:50:01.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:50:29.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:29.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:29.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:51:43.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_0/index_3072_seed_2587_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:51:48.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:52:15.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:19.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:52:20.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.094 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 292 train_steps 11680 {'step': '292/10000', 'learning_rate': '0.00001000', 'loss': '2.608e-08', 'grad_norm': '0.00637717', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.85415649', 'grpo_loop_time': '437.81030273', 'ref_model_time': '126.48991394', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87034243', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09741846', 'token_credit_video_advantage_mean': '-1.956e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.608e-08', 'kl_loss': '0.00916881', 'kl_moving': '0.00916882', 'kl_stepwise': '-2.029e-08', 'gathered_avg_reward_mean': '-0.09741846', 'gathered_avg_reward_std': '0.08271742', 'gathered_vlm_logprob_reward_mean': '-0.09741846', 'gathered_vlm_logprob_reward_std': '0.08271742', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09741846', 'gathered_vlm_token_credit_reward_std': '0.08271742', 'gathered_vlm_yes_no_margin_reward_mean': '3.53632784', 'gathered_vlm_yes_no_margin_reward_std': '0.82908475', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09741846', 'gathered_ori_avg_reward_std': '0.08271742'} +2026-05-16 04:03:52.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:03:52.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:05:03.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_0/index_9710_seed_29807_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:05:11.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:05:38.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:38.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:38.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:06:47.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_0/index_9710_seed_29808_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:06:55.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:07:22.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:22.988 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:07:24.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.510 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 293 train_steps 11720 {'step': '293/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00534720', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.05105591', 'grpo_loop_time': '441.74816895', 'ref_model_time': '130.89753723', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85401577', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.23725951', 'token_credit_video_advantage_mean': '1.909e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.465e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00892066', 'kl_moving': '0.00892066', 'kl_stepwise': '-1.937e-08', 'gathered_avg_reward_mean': '-0.23725951', 'gathered_avg_reward_std': '0.35411340', 'gathered_vlm_logprob_reward_mean': '-0.23725951', 'gathered_vlm_logprob_reward_std': '0.35411337', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.23725951', 'gathered_vlm_token_credit_reward_std': '0.35411337', 'gathered_vlm_yes_no_margin_reward_mean': '3.21367192', 'gathered_vlm_yes_no_margin_reward_std': '1.12999701', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09270249', 'gathered_ori_avg_reward_mean': '-0.23725951', 'gathered_ori_avg_reward_std': '0.35411337'} +2026-05-16 04:19:03.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:19:03.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:14.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_0/index_1173_seed_28053_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:20:21.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:20:50.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:50.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:50.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:01.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_0/index_1173_seed_28054_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:22:09.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:22:37.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:37.478 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:22:39.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.022 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 294 train_steps 11760 {'step': '294/10000', 'learning_rate': '0.00001000', 'loss': '6.869e-08', 'grad_norm': '0.00508527', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.49841309', 'grpo_loop_time': '441.90927124', 'ref_model_time': '128.05462646', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90986937', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09578502', 'token_credit_video_advantage_mean': '-4.866e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.869e-08', 'kl_loss': '0.00834590', 'kl_moving': '0.00834590', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '-0.09578501', 'gathered_avg_reward_std': '0.10134434', 'gathered_vlm_logprob_reward_mean': '-0.09578501', 'gathered_vlm_logprob_reward_std': '0.10134434', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09578501', 'gathered_vlm_token_credit_reward_std': '0.10134434', 'gathered_vlm_yes_no_margin_reward_mean': '3.56445312', 'gathered_vlm_yes_no_margin_reward_std': '0.94801193', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09578501', 'gathered_ori_avg_reward_std': '0.10134434'} +2026-05-16 04:34:18.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:34:18.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:29.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_0/index_9080_seed_18289_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:35:35.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:36:03.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:36:03.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:36:03.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:19.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_0/index_9080_seed_18290_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:37:24.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:37:52.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:54.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:37:56.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:30.867 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 295 train_steps 11800 {'step': '295/10000', 'learning_rate': '0.00001000', 'loss': '-1.167e-07', 'grad_norm': '0.00441278', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.71520996', 'grpo_loop_time': '438.01840210', 'ref_model_time': '128.62857056', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90249163', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08914702', 'token_credit_video_advantage_mean': '6.100e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.458e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.167e-07', 'kl_loss': '0.00840978', 'kl_moving': '0.00840978', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '-0.08914702', 'gathered_avg_reward_std': '0.09739680', 'gathered_vlm_logprob_reward_mean': '-0.08914702', 'gathered_vlm_logprob_reward_std': '0.09739680', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08914702', 'gathered_vlm_token_credit_reward_std': '0.09739680', 'gathered_vlm_yes_no_margin_reward_mean': '3.68398428', 'gathered_vlm_yes_no_margin_reward_std': '0.96962023', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.08914702', 'gathered_ori_avg_reward_std': '0.09739680'} +2026-05-16 04:49:31.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:49:31.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:41.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_0/index_8064_seed_13841_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:50:47.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:51:15.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:15.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:15.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:24.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_0/index_8064_seed_13842_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:52:29.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:52:55.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:58.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:52:59.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.305 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 296 train_steps 11840 {'step': '296/10000', 'learning_rate': '0.00001000', 'loss': '-3.353e-08', 'grad_norm': '0.00470314', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.06152344', 'grpo_loop_time': '434.34298706', 'ref_model_time': '129.27101135', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86897326', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08009419', 'token_credit_video_advantage_mean': '2.794e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.443e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.353e-08', 'kl_loss': '0.00896639', 'kl_moving': '0.00896640', 'kl_stepwise': '-1.995e-08', 'gathered_avg_reward_mean': '-0.08009418', 'gathered_avg_reward_std': '0.04339196', 'gathered_vlm_logprob_reward_mean': '-0.08009417', 'gathered_vlm_logprob_reward_std': '0.04339195', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08009417', 'gathered_vlm_token_credit_reward_std': '0.04339195', 'gathered_vlm_yes_no_margin_reward_mean': '3.46875000', 'gathered_vlm_yes_no_margin_reward_std': '0.56204838', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.08009417', 'gathered_ori_avg_reward_std': '0.04339195'} +2026-05-16 05:04:32.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:04:32.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:39.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_0/index_8894_seed_24509_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:05:44.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:06:08.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:06:08.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:06:08.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:19.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_0/index_8894_seed_24510_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:07:25.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:07:51.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:51.862 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:07:53.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.88s (2.11min) +2026-05-16 05:10:01.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:16.978 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 297 train_steps 11880 {'step': '297/10000', 'learning_rate': '0.00001000', 'loss': '-9.942e-08', 'grad_norm': '0.00486849', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.84051514', 'grpo_loop_time': '432.50180054', 'ref_model_time': '126.87495422', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88969225', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09371176', 'token_credit_video_advantage_mean': '6.938e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.390e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.031e-07', 'kl_loss': '0.00847330', 'kl_moving': '0.00847331', 'kl_stepwise': '-1.981e-08', 'gathered_avg_reward_mean': '-0.09371175', 'gathered_avg_reward_std': '0.09397998', 'gathered_vlm_logprob_reward_mean': '-0.09371176', 'gathered_vlm_logprob_reward_std': '0.09397998', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09371176', 'gathered_vlm_token_credit_reward_std': '0.09397998', 'gathered_vlm_yes_no_margin_reward_mean': '3.36953115', 'gathered_vlm_yes_no_margin_reward_std': '0.71803594', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367363', 'gathered_ori_avg_reward_mean': '-0.09371176', 'gathered_ori_avg_reward_std': '0.09397998'} +2026-05-16 05:19:17.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:19:17.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:24.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_0/index_1626_seed_24058_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:20:31.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:20:58.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:58.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:58.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:08.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_0/index_1626_seed_24059_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:22:15.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:22:38.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:45.140 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:22:46.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.065 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 298 train_steps 11920 {'step': '298/10000', 'learning_rate': '0.00001000', 'loss': '-9.965e-08', 'grad_norm': '0.00345358', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.53503418', 'grpo_loop_time': '432.35107422', 'ref_model_time': '123.27958679', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84360641', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09689509', 'token_credit_video_advantage_mean': '5.495e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.965e-08', 'kl_loss': '0.00822056', 'kl_moving': '0.00822056', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.09689508', 'gathered_avg_reward_std': '0.09725790', 'gathered_vlm_logprob_reward_mean': '-0.09689509', 'gathered_vlm_logprob_reward_std': '0.09725789', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09689509', 'gathered_vlm_token_credit_reward_std': '0.09725789', 'gathered_vlm_yes_no_margin_reward_mean': '3.55781245', 'gathered_vlm_yes_no_margin_reward_std': '0.69394535', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.08332682', 'gathered_ori_avg_reward_mean': '-0.09689509', 'gathered_ori_avg_reward_std': '0.09725789'} +2026-05-16 05:34:05.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:34:05.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:11.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_0/index_9447_seed_29206_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:35:17.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:35:41.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:41.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:41.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:36:47.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_0/index_9447_seed_29207_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:36:51.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:37:16.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.137 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:18.152 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:37:19.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.162 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 299 train_steps 11960 {'step': '299/10000', 'learning_rate': '0.00001000', 'loss': '1.476e-07', 'grad_norm': '0.00494375', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '317.35021973', 'grpo_loop_time': '426.81878662', 'ref_model_time': '122.24244690', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88807440', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10587353', 'token_credit_video_advantage_mean': '-8.033e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.458e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.476e-07', 'kl_loss': '0.00857579', 'kl_moving': '0.00857579', 'kl_stepwise': '-1.979e-08', 'gathered_avg_reward_mean': '-0.10587353', 'gathered_avg_reward_std': '0.11472284', 'gathered_vlm_logprob_reward_mean': '-0.10587353', 'gathered_vlm_logprob_reward_std': '0.11472284', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10587353', 'gathered_vlm_token_credit_reward_std': '0.11472284', 'gathered_vlm_yes_no_margin_reward_mean': '3.48164058', 'gathered_vlm_yes_no_margin_reward_std': '0.77268112', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261844', 'gathered_ori_avg_reward_mean': '-0.10587353', 'gathered_ori_avg_reward_std': '0.11472284'} +2026-05-16 05:48:28.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:48:28.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:34.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_0/index_4227_seed_27751_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:49:38.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:50:00.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:50:00.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:50:00.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:10.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_0/index_4227_seed_27752_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:51:17.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:51:37.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:37.492 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:51:38.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.887 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 06:02:37.240 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 300 train_steps 12000 {'step': '300/10000', 'learning_rate': '0.00001000', 'loss': '1.090e-07', 'grad_norm': '0.00705136', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '310.90005493', 'grpo_loop_time': '419.74252319', 'ref_model_time': '119.71165466', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85961962', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08560597', 'token_credit_video_advantage_mean': '-5.495e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.391e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.090e-07', 'kl_loss': '0.00918249', 'kl_moving': '0.00918250', 'kl_stepwise': '-1.943e-08', 'gathered_avg_reward_mean': '-0.08560597', 'gathered_avg_reward_std': '0.07888733', 'gathered_vlm_logprob_reward_mean': '-0.08560598', 'gathered_vlm_logprob_reward_std': '0.07888733', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08560598', 'gathered_vlm_token_credit_reward_std': '0.07888733', 'gathered_vlm_yes_no_margin_reward_mean': '3.90781260', 'gathered_vlm_yes_no_margin_reward_std': '0.79944897', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.08332682', 'gathered_ori_avg_reward_mean': '-0.08560598', 'gathered_ori_avg_reward_std': '0.07888733'} +2026-05-16 06:02:37.318 | INFO | __main__:validate:1984 - Running validation at step 300... +2026-05-16 06:02:37.318 | INFO | __main__:validate:1985 - Validation samples: 31 +2026-05-16 06:02:37.319 | INFO | __main__:validate:1986 - Validation video_length=121 +2026-05-16 06:02:37.320 | INFO | __main__:validate:1987 - Validation fixed global_seed=930 +2026-05-16 06:02:37.320 | INFO | __main__:validate:1988 - Validation fixed_size=480x864 +2026-05-16 06:02:37.321 | INFO | __main__:validate:1995 - Generating validation video 1/31: This cinematic close-up shot focuses on a young ma... +2026-05-16 06:09:23.802 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_000_seed_7271_This cinematic close-up shot focuses on a young ma.mp4 +2026-05-16 06:09:23.804 | INFO | __main__:validate:1995 - Generating validation video 2/31: The scene opens on a tranquil, sun-drenched meadow... +2026-05-16 06:16:07.501 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_001_seed_861_The scene opens on a tranquil, sun-drenched meadow.mp4 +2026-05-16 06:16:07.503 | INFO | __main__:validate:1995 - Generating validation video 3/31: The scene opens on a tight, eye-level close-up of ... +2026-05-16 06:22:50.951 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_002_seed_5391_The scene opens on a tight, eye-level close-up of .mp4 +2026-05-16 06:22:50.953 | INFO | __main__:validate:1995 - Generating validation video 4/31: The scene opens on a tight close-up of a blond man... +2026-05-16 06:29:34.587 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_003_seed_5192_The scene opens on a tight close-up of a blond man.mp4 +2026-05-16 06:29:34.590 | INFO | __main__:validate:1995 - Generating validation video 5/31: The scene opens on a medium, eye-level shot of thr... +2026-05-16 06:36:17.943 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_004_seed_5735_The scene opens on a medium, eye-level shot of thr.mp4 +2026-05-16 06:36:17.945 | INFO | __main__:validate:1995 - Generating validation video 6/31: The scene opens with a medium shot of an elderly w... +2026-05-16 06:43:01.750 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_005_seed_6266_The scene opens with a medium shot of an elderly w.mp4 +2026-05-16 06:43:01.752 | INFO | __main__:validate:1995 - Generating validation video 7/31: The scene is a tight close-up, rendered in a style... +2026-05-16 06:49:45.337 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_006_seed_467_The scene is a tight close-up, rendered in a style.mp4 +2026-05-16 06:49:45.339 | INFO | __main__:validate:1995 - Generating validation video 8/31: The scene opens with a medium shot of a cozy, slig... +2026-05-16 06:56:29.240 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_007_seed_4427_The scene opens with a medium shot of a cozy, slig.mp4 +2026-05-16 06:56:29.242 | INFO | __main__:validate:1995 - Generating validation video 9/31: The scene opens on a medium long shot, capturing t... +2026-05-16 07:03:12.382 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_008_seed_5579_The scene opens on a medium long shot, capturing t.mp4 +2026-05-16 07:03:12.384 | INFO | __main__:validate:1995 - Generating validation video 10/31: The scene opens with a stunning wide shot, filmed ... +2026-05-16 07:09:55.562 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_009_seed_8323_The scene opens with a stunning wide shot, filmed .mp4 +2026-05-16 07:09:55.565 | INFO | __main__:validate:1995 - Generating validation video 11/31: The scene is captured in a dramatic low-angle medi... +2026-05-16 07:16:38.334 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_010_seed_1686_The scene is captured in a dramatic low-angle medi.mp4 +2026-05-16 07:16:38.335 | INFO | __main__:validate:1995 - Generating validation video 12/31: The scene is set in a bustling, sun-drenched town ... +2026-05-16 07:23:21.468 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_011_seed_770_The scene is set in a bustling, sun-drenched town .mp4 +2026-05-16 07:23:21.470 | INFO | __main__:validate:1995 - Generating validation video 13/31: The frame is filled entirely by the face of a fema... +2026-05-16 07:30:04.410 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_012_seed_6950_The frame is filled entirely by the face of a fema.mp4 +2026-05-16 07:30:04.412 | INFO | __main__:validate:1995 - Generating validation video 14/31: The scene opens on a bright, sunny day in a lush g... +2026-05-16 07:36:46.956 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_013_seed_2434_The scene opens on a bright, sunny day in a lush g.mp4 +2026-05-16 07:36:46.958 | INFO | __main__:validate:1995 - Generating validation video 15/31: The shot opens with an extreme close-up, top-down ... +2026-05-16 07:43:29.977 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_014_seed_5312_The shot opens with an extreme close-up, top-down .mp4 +2026-05-16 07:43:29.978 | INFO | __main__:validate:1995 - Generating validation video 16/31: The scene opens on a sweeping wide shot, composed ... +2026-05-16 07:50:12.274 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_015_seed_5052_The scene opens on a sweeping wide shot, composed .mp4 +2026-05-16 07:50:12.276 | INFO | __main__:validate:1995 - Generating validation video 17/31: The scene opens with a low-angle, full shot of a w... +2026-05-16 07:56:55.441 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_016_seed_6421_The scene opens with a low-angle, full shot of a w.mp4 +2026-05-16 07:56:55.444 | INFO | __main__:validate:1995 - Generating validation video 18/31: From a high-angle perspective, the entirety of a p... +2026-05-16 08:03:39.460 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_017_seed_1185_From a high-angle perspective, the entirety of a p.mp4 +2026-05-16 08:03:39.462 | INFO | __main__:validate:1995 - Generating validation video 19/31: The scene opens on a wide, low-angle shot within a... +2026-05-16 08:10:22.545 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_018_seed_4556_The scene opens on a wide, low-angle shot within a.mp4 +2026-05-16 08:10:22.548 | INFO | __main__:validate:1995 - Generating validation video 20/31: The scene opens on a medium shot from a slightly h... +2026-05-16 08:17:05.856 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_019_seed_3386_The scene opens on a medium shot from a slightly h.mp4 +2026-05-16 08:17:05.857 | INFO | __main__:validate:1995 - Generating validation video 21/31: The scene opens on a wide, eye-level shot capturin... +2026-05-16 08:23:49.294 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_020_seed_6397_The scene opens on a wide, eye-level shot capturin.mp4 +2026-05-16 08:23:49.297 | INFO | __main__:validate:1995 - Generating validation video 22/31: The scene is captured from a dynamic low-angle, wi... +2026-05-16 08:30:33.073 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_021_seed_8667_The scene is captured from a dynamic low-angle, wi.mp4 +2026-05-16 08:30:33.075 | INFO | __main__:validate:1995 - Generating validation video 23/31: The scene opens with a high-angle, close-up shot, ... +2026-05-16 08:37:17.020 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_022_seed_9275_The scene opens with a high-angle, close-up shot, .mp4 +2026-05-16 08:37:17.022 | INFO | __main__:validate:1995 - Generating validation video 24/31: The scene opens with a high-angle wide shot of a v... +2026-05-16 08:44:00.315 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_023_seed_2559_The scene opens with a high-angle wide shot of a v.mp4 +2026-05-16 08:44:00.317 | INFO | __main__:validate:1995 - Generating validation video 25/31: The scene opens with a medium close-up on a man in... +2026-05-16 08:50:44.621 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_024_seed_7850_The scene opens with a medium close-up on a man in.mp4 +2026-05-16 08:50:44.622 | INFO | __main__:validate:1995 - Generating validation video 26/31: The scene opens on a wide shot of a meticulously c... +2026-05-16 08:57:27.340 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_025_seed_2048_The scene opens on a wide shot of a meticulously c.mp4 +2026-05-16 08:57:27.343 | INFO | __main__:validate:1995 - Generating validation video 27/31: An eye-level, medium-wide shot captures a moment o... +2026-05-16 09:04:09.972 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_026_seed_2748_An eye-level, medium-wide shot captures a moment o.mp4 +2026-05-16 09:04:09.974 | INFO | __main__:validate:1995 - Generating validation video 28/31: The scene opens on a medium, low-angle shot of a t... +2026-05-16 09:10:52.995 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_027_seed_9168_The scene opens on a medium, low-angle shot of a t.mp4 +2026-05-16 09:10:52.997 | INFO | __main__:validate:1995 - Generating validation video 29/31: The scene opens with a static, extreme wide shot f... +2026-05-16 09:17:35.738 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_028_seed_9999_The scene opens with a static, extreme wide shot f.mp4 +2026-05-16 09:17:35.741 | INFO | __main__:validate:1995 - Generating validation video 30/31: The shot opens on a medium frame of a young baller... +2026-05-16 09:24:18.615 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_029_seed_190_The shot opens on a medium frame of a young baller.mp4 +2026-05-16 09:24:18.617 | INFO | __main__:validate:1995 - Generating validation video 31/31: The scene opens on a medium shot of a teenage boy ... +2026-05-16 09:31:01.194 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_030_seed_2735_The scene opens on a medium shot of a teenage boy .mp4 +2026-05-16 09:32:20.410 | INFO | __main__:save_checkpoint:1629 - Checkpoint saved at step 300 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-300 +2026-05-16 09:33:00.026 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 09:33:01.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:04.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_0/index_1247_seed_6294_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 09:34:08.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 09:34:26.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:26.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:26.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:35.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_0/index_1247_seed_6295_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 09:35:40.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 09:35:58.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:35:59.224 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 09:36:00.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_13.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_13.log new file mode 100644 index 0000000000000000000000000000000000000000..96eb987dd77c3eec9c8afc1cee4cac65d1c07944 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_13.log @@ -0,0 +1,3342 @@ +2026-05-12 18:32:53.061 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:32:53.062 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 18:41:14.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:01.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 13, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 18:57:11.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:11.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:20.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:20.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 19:11:54.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:00.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:00.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:17.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 19:26:37.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 19:41:18.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:23.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:23.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 19:56:06.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:13.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:13.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 20:10:47.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:53.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:53.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 20:25:29.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 20:40:22.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 20:55:11.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:17.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:17.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.048 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.120 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 21:10:50.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 21:25:34.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:40.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:40.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 21:40:24.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:31.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:31.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:51.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 21:55:16.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:22.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 22:10:05.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:11.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:11.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:32.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 22:25:00.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:09.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:32.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 22:39:58.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:59.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:23.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 22:54:43.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:48.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:48.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:08.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 23:09:27.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:33.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:33.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:52.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 23:24:14.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:42.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.309 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 23:39:57.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:17.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-12 23:54:35.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:40.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:40.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:00.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 00:09:19.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.649 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 00:24:13.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 00:38:56.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:03.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:03.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:20.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 00:53:40.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:46.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:46.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 01:08:24.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:30.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:30.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 01:23:09.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:34.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 01:37:56.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 01:52:32.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:39.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:39.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.889 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 02:08:12.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 02:23:03.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:10.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:10.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 02:37:46.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:52.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:52.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:18.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 02:52:31.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:38.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:00.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 03:07:25.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:31.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:32.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.565 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 03:22:21.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:29.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 03:37:17.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:49.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 03:52:08.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:14.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:14.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:37.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 04:07:04.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:10.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:10.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 04:22:01.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.758 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.793 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 04:37:42.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.757 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.428 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 04:52:24.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:32.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:32.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:48.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 05:07:10.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:17.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:17.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:31.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 05:22:01.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:25.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.290 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 05:36:45.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:52.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:52.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 05:51:27.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:53.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.792 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 06:06:15.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:20.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:20.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 06:21:04.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:10.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:10.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:27.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 06:35:45.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:51.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:51.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 06:50:33.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:39.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:39.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:17.208 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 07:06:23.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:34.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:34.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 07:21:22.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 07:36:08.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:32.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.467 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 07:50:52.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:22.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:41.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 08:05:42.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:48.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:48.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 08:20:24.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 08:35:06.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:13.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:13.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:32.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 08:50:00.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:25.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 09:04:47.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:53.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:53.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 09:19:31.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:38.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:38.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.236 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.395 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 09:35:14.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 09:50:10.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:17.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:17.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 10:05:03.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:10.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:10.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:31.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 10:19:49.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:55.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:55.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:16.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 10:34:38.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:04.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.960 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 10:49:27.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:35.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:35.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:53.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 11:04:14.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:14.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 11:19:03.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:09.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:09.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:29.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 11:33:53.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 11:48:46.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.822 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 12:04:30.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:40.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:40.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 12:19:22.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:22.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:28.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:28.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:49.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 12:34:12.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:18.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 12:49:00.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.472 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 13:03:44.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.863 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 13:18:34.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:40.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:40.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:07.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 13:33:28.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 13:48:12.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:18.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:18.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:37.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 14:03:00.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 14:17:49.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.095 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 14:33:26.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:52.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 14:48:16.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 15:03:11.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:18.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:18.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 15:18:01.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:08.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:08.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 15:32:52.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 15:47:43.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:50.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:50.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 16:02:30.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.119 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 16:17:19.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 16:32:12.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:18.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:18.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 16:46:55.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:39.070 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 17:02:47.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:54.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 17:17:35.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:41.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:41.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 17:32:22.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 17:47:17.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:23.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:23.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 18:02:10.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 18:17:12.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:13.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:39.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 18:32:17.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:26.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:26.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:44.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 18:47:14.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.673 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 19:02:13.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 19:17:16.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.020 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.173 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 23:08:12.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:54.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 23:23:42.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 23:39:04.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:10.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:10.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-13 23:54:27.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 00:09:49.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:24.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 00:25:10.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:20.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:20.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 00:40:19.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:26.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:26.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 00:55:24.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:24.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 01:10:35.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:10.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.977 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 01:25:43.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:52.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:52.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.687 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 01:41:57.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:06.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:06.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 01:57:21.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 02:12:39.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 02:27:59.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 02:43:19.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 02:58:37.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:09.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 03:13:49.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:56.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:56.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 03:29:02.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.196 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 03:44:18.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 03:59:36.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:43.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:43.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.526 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.104 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 04:15:57.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.532 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 04:31:23.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:31.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:31.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:57.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 04:46:42.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:50.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:50.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.964 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 05:01:52.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.792 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 05:17:06.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:14.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:14.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 05:32:11.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:11.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.622 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 05:47:14.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 06:02:17.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.122 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 06:17:21.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:27.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:27.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 06:32:29.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:34.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:34.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:56.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.947 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:23.965 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 06:48:30.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:37.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:37.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.82s (2.20min) +2026-05-14 06:54:19.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 07:03:44.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:51.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:51.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.099 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 07:18:33.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:38.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:38.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 07:33:22.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 07:48:21.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:26.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:26.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 08:03:16.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 08:18:15.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:20.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:20.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.617 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 08:33:17.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:47.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 08:48:24.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:29.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:29.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.624 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 09:03:25.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:53.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.594 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 09:19:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:35.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:35.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.113 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 09:34:33.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:38.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:38.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 09:49:32.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:37.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:37.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 10:04:32.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:01.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 10:19:29.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:36.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:36.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:03.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 10:34:35.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:40.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:40.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:02.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 10:49:32.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 11:04:32.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:36.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:36.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 11:19:23.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:27.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:27.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 11:34:20.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.693 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 11:50:14.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:19.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 12:05:05.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 12:20:00.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.225 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 12:34:53.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:57.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:57.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:17.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 12:49:48.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:51.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:51.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.79s (2.06min) +2026-05-14 12:55:17.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 13:04:35.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.727 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 13:19:21.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:26.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:26.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 13:34:18.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.119 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 13:49:22.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 14:04:23.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:23.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:27.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:27.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:11.014 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 14:20:16.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:42.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 14:35:11.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:37.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.782 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 14:50:06.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:11.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:11.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:32.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 15:04:59.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.453 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 15:20:03.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:07.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:07.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:30.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.580 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 15:35:01.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 15:49:48.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:52.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:52.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.991 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 16:04:39.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:04.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.954 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 16:19:33.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:39.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:39.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:04.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 16:34:33.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.463 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 16:50:28.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 17:05:21.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 17:20:17.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.091 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 17:35:19.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:54.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 17:50:23.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:28.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:28.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:49.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.214 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 18:05:24.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:50.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 18:20:20.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:26.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:26.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:50.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 18:35:21.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 18:50:16.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:47.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 19:05:19.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:50.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.250 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 19:21:25.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:55.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 19:36:30.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:35.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:35.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:58.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 19:51:35.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:41.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:41.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 20:06:37.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:07.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 20:21:40.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:45.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 20:36:39.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:39.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 20:51:51.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:52.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 21:06:50.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:55.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:55.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.418 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 21:21:45.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:51.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:51.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:24.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.972 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 21:37:19.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:25.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:25.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:49.878 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 21:53:56.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 22:09:37.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:44.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:44.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.671 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 22:25:14.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 22:40:48.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:27.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 22:56:16.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:25.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:25.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.323 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:54.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 23:11:46.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:54.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:54.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 23:27:19.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:25.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:25.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 23:42:57.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:07.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:07.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-14 23:58:33.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 00:13:53.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:49.611 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 04:07:01.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:09.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:09.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:40.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 04:22:35.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 04:38:14.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:14.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 04:53:59.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:09.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:09.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 05:09:30.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:36.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:10.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 05:25:02.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:11.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:11.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.651 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 05:40:35.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:46.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:46.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:18.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 05:56:13.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:21.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:21.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:56.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.526 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 06:11:54.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 06:27:30.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:37.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:37.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:53.123 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 06:43:59.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:09.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:09.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.632 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 06:59:29.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:37.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:37.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 07:15:02.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:12.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:12.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 07:30:34.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:41.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:41.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 07:45:59.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:45:59.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:09.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:09.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.742 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 08:01:41.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:41.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:48.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:48.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 08:17:04.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.764 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 08:32:40.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:46.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:46.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:21.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 08:48:17.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:26.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:26.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.727 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 09:04:02.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:08.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:08.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.049 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 09:20:37.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:43.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:43.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 09:36:13.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:22.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:22.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 09:51:52.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 10:07:16.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:56.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 10:22:49.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:50.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:55.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:55.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 10:38:19.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 10:53:43.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 11:09:06.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:16.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:16.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 11:24:35.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:42.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:42.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 11:40:15.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.712 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.209 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 11:56:58.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:05.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:05.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 12:12:27.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 12:27:52.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:38.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 12:43:28.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:33.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:33.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 12:58:57.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 13:14:27.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:27.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:34.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:34.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 13:30:00.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:00.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:11.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:11.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 13:45:40.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 14:01:14.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 14:16:54.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:01.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:01.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.768 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 14:33:25.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:04.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.001 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 14:48:49.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:49.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 15:04:29.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:36.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:36.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 15:19:58.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:05.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:05.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 15:35:41.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.835 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:12.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 15:51:13.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:21.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:21.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.428 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 16:06:52.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 16:22:34.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 16:38:10.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 16:53:43.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:43.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:50.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:50.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.962 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:23.402 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 17:10:34.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:15.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 17:26:02.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:10.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:10.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.555 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 17:41:33.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 17:57:00.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:08.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:08.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 18:12:36.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 18:28:25.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:33.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:33.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 18:43:58.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:04.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:04.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:36.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 18:59:31.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:40.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:40.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 19:15:07.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:07.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:15.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:15.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:49.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 19:30:46.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:54.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:54.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.690 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 19:47:37.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:46.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:46.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 20:03:08.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:08.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:18.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:18.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:55.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 20:18:46.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:27.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 20:34:18.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:58.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 20:49:53.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:35.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 21:05:31.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 21:21:03.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 21:36:42.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:49.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:49.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:25.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 21:52:19.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:56.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 22:07:53.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:02.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:02.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:35.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.002 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 22:24:33.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:42.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:42.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 22:40:01.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:09.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:09.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 22:55:35.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 23:11:03.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:11.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:11.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:42.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.748 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 23:26:29.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:38.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 23:42:01.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:09.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:09.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:41.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-15 23:57:35.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:14.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.957 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 00:13:11.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:19.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 00:28:50.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 00:44:29.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:34.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:34.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:33.034 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 01:00:39.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:46.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:46.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:13.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 01:15:49.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:54.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:54.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:19.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 01:30:51.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:57.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:57.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 01:45:58.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:58.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:03.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:03.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.526 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 02:01:02.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:09.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:09.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 02:16:16.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:23.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:23.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:53.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 02:31:31.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:36.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:36.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 02:46:41.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:18.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 03:01:53.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:30.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 03:17:09.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.107 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.258 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 03:33:27.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:37.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:37.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 03:48:43.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:51.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:51.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 04:03:52.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:58.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:58.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 04:19:03.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:10.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:10.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 04:34:18.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 04:49:31.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:36.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:36.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:59.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.290 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 05:04:32.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:36.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:36.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 05:19:17.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 05:34:05.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:09.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:09.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 05:48:28.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 13, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:55.998 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 13, dp_rank 6: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=0 +2026-05-16 09:33:01.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 13 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 13 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 13: Using local metric names without global sync: ['avg'] +2026-05-16 09:36:00.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 13: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 13: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 13, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_14.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_14.log new file mode 100644 index 0000000000000000000000000000000000000000..806142632ed5b82b5c855576d74cdb0096f448fe --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_14.log @@ -0,0 +1,5450 @@ +2026-05-12 18:35:35.168 | INFO | __main__:__init__:824 - [RewardDebug] VLM reward active: model=snapvideo_vlm, path=/nfs/ywang29/ckpts/Qwen3.5-9B, family=qwen3_5, score_type=token_credit, num_frames=20, max_pixels=50176 +2026-05-12 18:35:35.846 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:35:35.847 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 18:41:28.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:28.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:28.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_3/index_2841_seed_6716_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 18:43:04.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:43:24.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:24.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:24.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:44:41.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_3/index_2841_seed_6717_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 18:44:45.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:45:02.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 18:45:27.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 14, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 18:57:11.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:57:11.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:21.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_3/index_6359_seed_23301_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 18:58:25.593 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:58:42.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:58:42.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:42.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:00.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_3/index_6359_seed_23302_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 19:00:03.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:00:20.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:00:36.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 19:11:54.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:11:54.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:02.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_3/index_6174_seed_3012_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 19:13:05.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:13:24.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:13:24.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:24.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:14:43.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_3/index_6174_seed_3013_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 19:14:49.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:15:07.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:15:17.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.046 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 19:26:37.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:26:37.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:44.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_3/index_2516_seed_15651_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 19:27:48.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:28:06.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:28:06.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:28:06.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:29:24.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_3/index_2516_seed_15652_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 19:29:29.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:29:47.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:30:01.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 19:41:18.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:41:18.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:25.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_3/index_1721_seed_12485_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 19:42:30.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:42:47.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:42:47.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:47.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:08.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_3/index_1721_seed_12486_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 19:44:13.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:44:31.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:44:43.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 19:56:06.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:56:07.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:07.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:14.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_3/index_5453_seed_21629_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 19:57:18.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:57:35.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:57:35.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:35.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:58:52.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_3/index_5453_seed_21630_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 19:58:55.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:59:13.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:59:28.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 20:10:47.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:10:48.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:55.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_3/index_4380_seed_30902_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 20:11:58.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:12:15.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:12:15.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:12:15.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:13:35.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_3/index_4380_seed_30903_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 20:13:39.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:13:56.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:14:11.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.598 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 20:25:29.552 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:25:29.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:37.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_3/index_639_seed_11462_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 20:26:40.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:26:58.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:26:58.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:58.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:23.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_3/index_639_seed_11463_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 20:28:28.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:28:46.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:29:00.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 20:40:22.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:40:22.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:29.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_3/index_2533_seed_16469_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 20:41:34.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:41:52.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:41:52.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:52.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:10.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_3/index_2533_seed_16470_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 20:43:15.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:43:33.211 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:43:45.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 20:55:11.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:55:11.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:19.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_3/index_3137_seed_23252_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 20:56:22.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:56:40.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:56:40.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:40.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:57:58.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_3/index_3137_seed_23253_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 20:58:03.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:58:22.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:58:35.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.324 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 21:10:50.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:10:50.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:12:00.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_3/index_2578_seed_17562_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 21:12:05.746 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:12:24.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:12:24.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:12:24.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:13:42.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_3/index_2578_seed_17563_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 21:13:47.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:14:06.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:14:16.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 21:25:34.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:25:34.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:41.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_3/index_4458_seed_1266_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 21:26:45.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:27:02.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:27:02.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:27:02.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:28:25.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_3/index_4458_seed_1267_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 21:28:30.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:28:48.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:29:02.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 21:40:24.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:40:24.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:32.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_3/index_4598_seed_26272_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 21:41:36.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:41:53.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:41:53.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:53.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:15.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_3/index_4598_seed_26273_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 21:43:20.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:43:38.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:43:51.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 21:55:16.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:55:16.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:23.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_3/index_8171_seed_30420_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 21:56:27.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:56:44.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:56:44.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:44.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:07.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_3/index_8171_seed_30421_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 21:58:10.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:58:28.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:58:42.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 22:10:05.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:10:05.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:13.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_3/index_9542_seed_27286_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 22:11:18.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:11:36.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:11:36.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:36.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:12:56.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_3/index_9542_seed_27287_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 22:13:00.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:13:18.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:13:32.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 22:25:00.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:25:00.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:10.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_3/index_9696_seed_6101_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 22:26:16.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:26:33.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:26:33.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:33.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:27:57.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_3/index_9696_seed_6102_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 22:28:02.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:28:20.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:28:32.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 22:39:58.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:39:58.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:59.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:07.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_3/index_8253_seed_26395_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 22:41:12.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:41:30.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:41:30.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:30.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:42:48.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_3/index_8253_seed_26396_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 22:42:51.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:43:09.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:43:23.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 22:54:43.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:54:43.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:50.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_3/index_9680_seed_8803_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 22:55:55.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:56:13.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:56:13.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:56:13.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:57:31.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_3/index_9680_seed_8804_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 22:57:35.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:57:53.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:58:07.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.316 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 23:09:27.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:09:27.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:34.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_3/index_8394_seed_13003_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 23:10:39.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:10:57.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:10:57.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:57.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:18.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_3/index_8394_seed_13004_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 23:12:22.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:12:40.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:12:52.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 23:24:14.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:24:15.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:21.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_3/index_6832_seed_19280_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 23:25:25.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:25:42.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:25:42.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:42.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:07.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_3/index_6832_seed_19281_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 23:27:13.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:27:30.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:27:42.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.206 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 23:39:57.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:39:57.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:06.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_3/index_1957_seed_30415_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 23:41:09.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:41:26.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:41:26.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:26.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:42:42.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_3/index_1957_seed_30416_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 23:42:47.527 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:43:06.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:43:17.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.555 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-12 23:54:35.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:54:35.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:42.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_3/index_7672_seed_33100_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-12 23:55:47.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:56:04.601 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:56:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:56:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:24.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_3/index_7672_seed_33101_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-12 23:57:29.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:57:47.117 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:58:00.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.712 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 00:09:19.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:09:19.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:27.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_3/index_3184_seed_8662_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 00:10:31.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:10:49.504 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:10:49.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:49.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:12.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_3/index_3184_seed_8663_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 00:12:15.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:12:33.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:12:51.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.649 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 00:24:13.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:24:13.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:21.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_3/index_7777_seed_17403_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 00:25:24.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:25:41.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:25:41.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:41.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:00.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_3/index_7777_seed_17404_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 00:27:03.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:27:21.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:27:35.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 00:38:56.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:38:56.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:05.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_3/index_9614_seed_30112_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 00:40:08.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:40:26.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:40:26.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:26.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:41:45.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_3/index_9614_seed_30113_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 00:41:48.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:42:07.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:42:20.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 00:53:40.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:53:40.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:47.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_3/index_8693_seed_5714_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 00:54:50.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:55:08.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:55:08.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:55:08.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:56:27.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_3/index_8693_seed_5715_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 00:56:32.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:56:50.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:57:03.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.612 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 01:08:24.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:08:24.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:31.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_3/index_4280_seed_14354_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 01:09:36.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:09:53.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:09:53.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:53.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:15.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_3/index_4280_seed_14355_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 01:11:18.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:11:36.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:11:50.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.099 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 01:23:09.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:23:09.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:17.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_3/index_3307_seed_19683_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 01:24:23.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:24:40.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:24:40.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:40.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:25:58.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_3/index_3307_seed_19684_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 01:26:03.569 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:26:21.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:26:34.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 01:37:56.602 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:37:56.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:03.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_3/index_2611_seed_30869_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 01:39:07.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:39:25.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:39:25.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:25.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:40:42.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_3/index_2611_seed_30870_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 01:40:47.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:41:06.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:41:15.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.735 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 01:52:32.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:52:33.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:40.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_3/index_3204_seed_19505_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 01:53:45.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:54:03.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:54:03.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:54:03.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:19.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_3/index_3204_seed_19506_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 01:55:24.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:55:42.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:55:57.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:07.113 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 02:08:12.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:08:12.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:21.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_3/index_9721_seed_27081_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 02:09:25.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:09:43.901 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:09:43.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:43.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:01.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_3/index_9721_seed_27082_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 02:11:06.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:11:24.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:11:35.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 02:23:03.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:23:03.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:11.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_3/index_6154_seed_18000_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 02:24:15.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:24:33.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:24:33.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:33.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:25:54.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_3/index_6154_seed_18001_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 02:25:58.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:26:15.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:26:29.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 02:37:46.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:37:46.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:53.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_3/index_2794_seed_5439_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 02:38:59.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:39:18.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:39:18.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:39:18.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:40:42.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_3/index_2794_seed_5440_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 02:40:47.771 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:41:07.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:41:18.001 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:41:19.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 02:52:31.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:52:31.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:39.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_3/index_3201_seed_7523_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 02:53:44.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:54:02.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:54:02.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:54:02.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:23.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_3/index_3201_seed_7524_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 02:55:28.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:55:46.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:56:00.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 03:07:25.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:07:25.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:33.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_3/index_3278_seed_22246_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 03:08:37.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:08:55.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:08:55.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:55.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:17.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_3/index_3278_seed_22247_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 03:10:22.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:10:40.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:10:54.565 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:10:55.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 03:22:20.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:22:21.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:30.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_3/index_9481_seed_3105_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 03:23:35.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:23:53.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:23:53.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:53.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:15.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_3/index_9481_seed_3106_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 03:25:20.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:25:38.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:25:53.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 03:37:17.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:37:17.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:25.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_3/index_4208_seed_15458_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 03:38:30.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:38:47.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:38:47.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:47.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:13.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_3/index_4208_seed_15459_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 03:40:17.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:40:35.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:40:49.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 03:52:08.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:52:08.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:16.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_3/index_1630_seed_12739_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 03:53:21.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:53:39.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:53:39.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:39.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:54:58.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_3/index_1630_seed_12740_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 03:55:03.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:55:20.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:55:36.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:55:37.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 04:07:04.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:07:04.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:12.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_3/index_4969_seed_12786_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 04:08:16.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:08:33.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:08:34.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:34.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:09:56.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_3/index_4969_seed_12787_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 04:09:59.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:10:17.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:10:31.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 04:22:01.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:22:01.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:09.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_3/index_2742_seed_4808_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 04:23:12.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:23:30.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:23:30.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:30.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:24:50.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_3/index_2742_seed_4809_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 04:24:56.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:25:13.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:25:26.449 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:25:27.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.763 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.808 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 04:37:42.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:37:42.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:51.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_3/index_5614_seed_9025_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 04:38:55.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:39:12.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:39:12.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:39:12.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:40:30.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_3/index_5614_seed_9026_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 04:40:36.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:40:54.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:41:07.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 04:52:24.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:52:24.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:33.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_3/index_4638_seed_7833_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 04:53:38.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:53:56.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:53:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:56.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:17.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_3/index_4638_seed_7834_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 04:55:22.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:55:40.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:55:49.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 05:07:10.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:07:10.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:19.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_3/index_7389_seed_23067_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 05:08:24.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:08:42.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:08:42.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:42.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:09:59.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_3/index_7389_seed_23068_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 05:10:04.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:10:22.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:10:32.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 05:22:01.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:22:01.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:09.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_3/index_9142_seed_17990_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 05:23:14.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:23:31.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:23:31.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:31.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:24:51.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_3/index_9142_seed_17991_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 05:24:56.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:25:13.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:25:25.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 05:36:45.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:36:45.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:53.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_3/index_4033_seed_20686_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 05:37:58.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:38:15.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:38:15.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:38:15.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:39:37.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_3/index_4033_seed_20687_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 05:39:40.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:39:58.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:40:12.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 05:51:27.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:51:27.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:35.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_3/index_7516_seed_8287_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 05:52:37.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:52:55.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:52:55.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:55.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:16.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_3/index_7516_seed_8288_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 05:54:21.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:54:39.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:54:53.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 06:06:15.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:06:15.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:22.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_3/index_8539_seed_27548_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 06:07:26.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:07:43.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:07:43.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:43.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:07.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_3/index_8539_seed_27549_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 06:09:13.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:09:31.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:09:43.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.418 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 06:21:04.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:21:04.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:12.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_3/index_6364_seed_15594_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 06:22:16.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:22:34.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:22:34.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:34.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:23:52.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_3/index_6364_seed_15595_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 06:23:56.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:24:13.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:24:27.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 06:35:45.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:35:45.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:52.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_3/index_1205_seed_10006_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 06:36:56.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:37:13.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:37:13.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:37:13.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:38:33.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_3/index_1205_seed_10007_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 06:38:38.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:38:56.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:39:07.206 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:39:08.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.968 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 06:50:33.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:50:33.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:41.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_3/index_2821_seed_24116_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 06:51:45.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:52:03.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:52:03.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:52:03.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:53:24.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_3/index_2821_seed_24117_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 06:53:28.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:53:46.262 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:54:01.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:16.714 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 07:06:23.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:06:23.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:35.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_3/index_569_seed_29349_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 07:07:39.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:07:57.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:07:57.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:57.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:21.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_3/index_569_seed_29350_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 07:09:26.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:09:44.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:09:55.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 07:21:22.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:21:22.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:30.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_3/index_3935_seed_28027_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 07:22:33.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:22:50.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:22:50.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:50.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:11.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_3/index_3935_seed_28028_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 07:24:15.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:24:32.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:24:48.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.634 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 07:36:08.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:36:08.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:16.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_3/index_3134_seed_22063_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 07:37:22.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:37:39.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:37:39.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:39.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:38:58.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_3/index_3134_seed_22064_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 07:39:03.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:39:21.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:39:33.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 07:50:52.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:50:52.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:59.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_3/index_5672_seed_5224_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 07:52:03.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:52:20.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:52:20.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:52:20.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:53:44.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_3/index_5672_seed_5225_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 07:53:49.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:54:07.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:54:22.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.975 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 08:05:42.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:05:42.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:49.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_3/index_5965_seed_21414_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 08:06:53.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:07:10.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:07:10.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:07:10.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:08:28.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_3/index_5965_seed_21415_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 08:08:31.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:08:48.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:09:03.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 08:20:24.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:20:24.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:31.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_3/index_7301_seed_8751_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 08:21:37.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:21:54.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:21:54.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:54.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:13.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_3/index_7301_seed_8752_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 08:23:17.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:23:35.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:23:45.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 08:35:06.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:35:07.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:07.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:15.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_3/index_5644_seed_26611_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 08:36:20.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:36:37.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:36:37.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:37.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:37:57.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_3/index_5644_seed_26612_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 08:38:02.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:38:20.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:38:32.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 08:50:00.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:50:00.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:07.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_3/index_9871_seed_13578_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 08:51:11.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:51:29.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:51:29.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:29.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:52:48.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_3/index_9871_seed_13579_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 08:52:51.745 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:53:09.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:53:25.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 09:04:47.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:04:47.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:55.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_3/index_9291_seed_12720_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 09:05:58.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:06:15.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:06:15.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:06:15.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:07:38.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_3/index_9291_seed_12721_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 09:07:41.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:07:58.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:08:13.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 09:19:31.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:19:31.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:40.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_3/index_4620_seed_26159_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 09:20:45.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:21:02.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:21:02.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:21:02.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:22:24.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_3/index_4620_seed_26160_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 09:22:29.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:22:47.271 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:23:01.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.494 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 09:35:14.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:35:14.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:24.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_3/index_6239_seed_28840_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 09:36:29.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:36:47.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:36:47.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:47.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:11.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_3/index_6239_seed_28841_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 09:38:15.076 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:38:32.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:38:48.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 09:50:11.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:50:11.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:18.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_3/index_8678_seed_2847_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 09:51:21.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:51:39.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:51:39.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:39.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:52:59.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_3/index_8678_seed_2848_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 09:53:04.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:53:24.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:53:36.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 10:05:03.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:05:03.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:11.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_3/index_9032_seed_19736_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 10:06:16.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:06:34.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:06:34.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:34.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:07:57.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_3/index_9032_seed_19737_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 10:08:00.922 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:08:18.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:08:31.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 10:19:49.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:19:49.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:50.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:57.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_3/index_2747_seed_23181_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 10:21:02.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:21:20.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:21:20.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:21:20.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:22:43.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_3/index_2747_seed_23182_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 10:22:48.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:23:07.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:23:15.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:23:16.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 10:34:38.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:34:38.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:46.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_3/index_1465_seed_10760_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 10:35:49.925 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:36:07.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:36:07.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:36:07.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:37:29.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_3/index_1465_seed_10761_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 10:37:34.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:37:52.209 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:38:04.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:38:05.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.968 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 10:49:27.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:49:27.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:37.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_3/index_2873_seed_22352_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 10:50:41.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:50:58.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:50:58.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:58.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:20.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_3/index_2873_seed_22353_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 10:52:23.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:52:41.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:52:53.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 11:04:14.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:04:14.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:14.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:22.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_3/index_3117_seed_22816_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 11:05:25.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:05:42.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:05:42.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:42.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:09.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_3/index_3117_seed_22817_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 11:07:14.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:07:32.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:07:44.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 11:19:03.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:19:03.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:11.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_3/index_182_seed_31397_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 11:20:15.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:20:32.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:20:32.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:32.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:21:54.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_3/index_182_seed_31398_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 11:21:57.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:22:14.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:22:29.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.131 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 11:33:53.523 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:33:53.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:03.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_3/index_2416_seed_7593_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 11:35:06.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:35:24.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:35:24.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:24.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:36:45.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_3/index_2416_seed_7594_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 11:36:48.319 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:37:06.825 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:37:21.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.531 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 11:48:46.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:48:46.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:54.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_3/index_7115_seed_31474_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 11:49:57.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:50:14.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:50:14.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:50:14.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:51:35.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_3/index_7115_seed_31475_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 11:51:38.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:51:56.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:52:09.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.583 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 12:04:30.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:04:30.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:42.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_3/index_4941_seed_28066_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 12:05:45.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:06:03.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:06:03.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:06:03.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:24.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_3/index_4941_seed_28067_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 12:07:27.702 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:07:45.262 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:07:59.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 12:19:22.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:19:23.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:30.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_3/index_7642_seed_19504_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 12:20:35.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:20:53.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:20:53.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:53.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:13.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_3/index_7642_seed_19505_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 12:22:18.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:22:36.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:22:50.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 12:34:12.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:34:12.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:20.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_3/index_9208_seed_19642_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 12:35:24.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:35:42.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:35:42.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:42.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:36:58.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_3/index_9208_seed_19643_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 12:37:02.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:37:20.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:37:35.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 12:49:00.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:49:00.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:08.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_3/index_3844_seed_22674_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 12:50:11.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:50:28.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:50:28.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:28.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:51:48.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_3/index_3844_seed_22675_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 12:51:51.457 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:52:09.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:52:24.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 13:03:44.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:03:44.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:51.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_3/index_8575_seed_30406_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 13:04:55.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:05:12.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:05:12.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:05:12.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:06:38.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_3/index_8575_seed_30407_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 13:06:43.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:07:01.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:07:14.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 13:18:34.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:18:34.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:42.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_3/index_5118_seed_6889_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 13:19:47.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:20:04.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:20:04.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:20:04.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:21:28.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_3/index_5118_seed_6890_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 13:21:32.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:21:49.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:22:07.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.847 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 13:33:28.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:33:29.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:29.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:36.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_3/index_7649_seed_5176_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 13:34:39.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:34:58.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:34:58.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:58.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:19.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_3/index_7649_seed_5177_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 13:36:23.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:36:42.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:36:52.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 13:48:12.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:48:12.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:20.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_3/index_2635_seed_5906_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 13:49:25.947 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:49:45.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:49:45.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:45.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:01.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_3/index_2635_seed_5907_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 13:51:05.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:51:25.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:51:37.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 14:03:00.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:03:00.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:09.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_3/index_4841_seed_21634_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 14:04:14.552 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:04:32.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:04:32.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:32.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:05:50.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_3/index_4841_seed_21635_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 14:05:53.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:06:11.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:06:23.340 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:06:24.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 14:17:49.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:17:50.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:50.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:57.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_3/index_5452_seed_23553_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 14:19:02.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:19:20.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:19:20.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:19:20.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:20:36.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_3/index_5452_seed_23554_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 14:20:40.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:20:57.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:21:12.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.004 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 14:33:26.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:33:26.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:36.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_3/index_6428_seed_27396_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 14:34:41.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:34:59.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:34:59.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:59.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:19.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_3/index_6428_seed_27397_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 14:36:24.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:36:41.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:36:52.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 14:48:16.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:48:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:25.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_3/index_3026_seed_22239_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 14:49:29.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:49:47.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:49:47.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:47.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:10.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_3/index_3026_seed_22240_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 14:51:13.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:51:31.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:51:48.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.048 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 15:03:11.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:03:11.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:20.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_3/index_9647_seed_14010_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 15:04:24.075 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:04:41.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:04:41.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:41.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:00.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_3/index_9647_seed_14011_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 15:06:06.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:06:25.057 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:06:36.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 15:18:01.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:18:01.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:10.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_3/index_3892_seed_25943_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 15:19:14.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:19:31.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:19:31.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:31.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:20:53.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_3/index_3892_seed_25944_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 15:20:58.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:21:16.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:21:28.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 15:32:52.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:32:52.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:53.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:34:01.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_3/index_7963_seed_6345_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 15:34:05.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:34:24.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:34:24.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:34:24.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:35:46.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_3/index_7963_seed_6346_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 15:35:49.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:36:07.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:36:20.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 15:47:43.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:47:43.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:51.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_3/index_3775_seed_15608_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 15:48:57.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:49:14.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:49:14.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:49:14.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:50:31.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_3/index_3775_seed_15609_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 15:50:36.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:50:54.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:51:06.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 16:02:30.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:02:30.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:38.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_3/index_9760_seed_12813_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 16:03:41.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:03:59.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:03:59.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:59.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:22.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_3/index_9760_seed_12814_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 16:05:28.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:05:46.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:05:58.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.119 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 16:17:19.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:17:19.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:29.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_3/index_9520_seed_17645_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 16:18:33.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:18:51.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:18:51.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:51.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:14.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_3/index_9520_seed_17646_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 16:20:19.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:20:37.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:20:51.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 16:32:12.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:32:12.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:20.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_3/index_3176_seed_13267_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 16:33:25.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:33:42.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:33:42.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:42.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:34:59.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_3/index_3176_seed_13268_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 16:35:03.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:35:21.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:35:36.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 16:46:55.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:46:55.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:03.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_3/index_3312_seed_7891_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 16:48:07.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:48:25.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:48:25.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:25.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:49:45.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_3/index_3312_seed_7892_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 16:49:49.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:50:07.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:50:19.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.951 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 17:02:47.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:02:47.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:56.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_3/index_2205_seed_14671_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 17:04:01.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:04:19.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:04:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:04:19.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:05:40.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_3/index_2205_seed_14672_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 17:05:44.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:06:02.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:06:13.687 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:06:14.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 17:17:35.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:17:35.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:42.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_3/index_2187_seed_3444_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 17:18:45.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:19:03.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:19:03.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:19:03.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:20:25.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_3/index_2187_seed_3445_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 17:20:28.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:20:45.713 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:21:01.283 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:21:02.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:21.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 17:32:22.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:32:22.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:32.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_3/index_123_seed_21724_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 17:33:37.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:33:55.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:33:55.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:55.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:18.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_3/index_123_seed_21725_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 17:35:21.048 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:35:38.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:35:53.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 17:47:17.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:47:17.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:24.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_3/index_8935_seed_26027_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 17:48:29.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:48:47.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:48:47.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:47.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:09.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_3/index_8935_seed_26028_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 17:50:14.384 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:50:32.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:50:45.838 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:50:46.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 18:02:10.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:02:10.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:11.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:18.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_3/index_7167_seed_32249_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 18:03:22.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:03:39.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:03:39.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:39.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:01.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_3/index_7167_seed_32250_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 18:05:04.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:05:24.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:05:36.271 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:05:37.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 18:17:12.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:17:12.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:20.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_3/index_6580_seed_12489_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 18:18:26.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:18:43.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:18:43.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:43.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:04.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_3/index_6580_seed_12490_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 18:20:08.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:20:26.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:20:39.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.789 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 18:32:17.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:32:17.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:27.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_3/index_4199_seed_1328_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 18:33:31.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:33:49.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:33:49.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:49.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:11.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_3/index_4199_seed_1329_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 18:35:14.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:35:32.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:35:44.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 18:47:14.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:47:14.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:24.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_3/index_6427_seed_24448_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 18:48:29.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:48:47.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:48:47.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:47.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:10.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_3/index_6427_seed_24449_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 18:50:14.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:50:31.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:50:45.673 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:50:46.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 19:02:13.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:02:13.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:21.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_3/index_1814_seed_20611_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 19:03:24.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:03:41.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:03:41.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:41.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:11.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_3/index_1814_seed_20612_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 19:05:14.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:05:32.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:05:48.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 19:17:16.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:17:16.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:25.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_3/index_9236_seed_1410_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 19:18:30.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:18:48.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:18:48.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:48.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:11.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_3/index_9236_seed_1411_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 19:20:16.159 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:20:33.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:20:48.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:20:49.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.423 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 23:08:13.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:22.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_3/index_7068_seed_29951_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 23:09:27.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:09:45.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:45.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:45.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:11.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_3/index_7068_seed_29952_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 23:11:15.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:11:33.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:55.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 23:23:42.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:49.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_3/index_6062_seed_24673_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 23:24:52.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:25:10.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:10.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:10.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:26:39.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_3/index_6062_seed_24674_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 23:26:42.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:27:00.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:17.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 23:39:04.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:12.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_3/index_6737_seed_18480_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 23:40:16.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:40:34.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:34.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:34.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:41:58.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_3/index_6737_seed_18481_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 23:42:04.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:42:25.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:37.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.735 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-13 23:54:27.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:37.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_3/index_5503_seed_7081_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-13 23:55:40.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:56:00.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:56:00.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:56:00.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:57:26.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_3/index_5503_seed_7082_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-13 23:57:29.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:57:48.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:05.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 00:09:49.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:50.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:58.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_3/index_2934_seed_6322_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 00:11:02.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:11:21.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:21.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:21.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:12:47.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_3/index_2934_seed_6323_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 00:12:52.809 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:13:12.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:25.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 00:25:10.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:21.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_3/index_9448_seed_15080_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 00:26:27.345 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:26:45.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:45.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:45.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:06.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_3/index_9448_seed_15081_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 00:28:10.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:28:29.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 00:40:19.775 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:19.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:28.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_3/index_5728_seed_22200_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 00:41:32.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:41:50.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:41:50.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:50.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:12.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_3/index_5728_seed_22201_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 00:43:15.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:43:33.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.584 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:50.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 00:55:24.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:24.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:34.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_3/index_6281_seed_12532_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 00:56:39.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:56:57.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:56:57.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:57.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:16.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_3/index_6281_seed_12533_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 00:58:20.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:58:38.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:54.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 01:10:35.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:47.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_3/index_6371_seed_15796_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 01:11:50.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:12:08.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:08.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:08.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:13:31.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_3/index_6371_seed_15797_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 01:13:36.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:13:54.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:10.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.977 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 01:25:44.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:53.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_3/index_459_seed_30017_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 01:26:58.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:27:16.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:16.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:16.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:28:38.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_3/index_459_seed_30018_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 01:28:43.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:29:01.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:18.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.781 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 01:41:57.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:07.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_3/index_8430_seed_13687_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 01:43:11.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:43:29.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:29.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:29.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:44:58.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_3/index_8430_seed_13688_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 01:45:03.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:45:21.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:33.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.236 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 01:57:21.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:30.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_3/index_2012_seed_3245_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 01:58:34.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:58:52.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:58:52.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:52.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:18.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_3/index_2012_seed_3246_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 02:00:23.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:00:41.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:57.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.504 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 02:12:40.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:40.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:48.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_3/index_449_seed_5215_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 02:13:51.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:14:09.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:09.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:09.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:15:34.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_3/index_449_seed_5216_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 02:15:38.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:15:55.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:15.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 02:27:59.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:28:00.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:28:00.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:09.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_3/index_2943_seed_3552_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 02:29:14.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:29:32.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:32.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:32.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:30:55.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_3/index_2943_seed_3553_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 02:31:00.134 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:31:18.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:36.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 02:43:19.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:28.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_3/index_680_seed_32733_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 02:44:32.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:44:50.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:44:50.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:50.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:16.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_3/index_680_seed_32734_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 02:46:19.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:46:38.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:55.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 02:58:37.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:47.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_3/index_9597_seed_6277_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 02:59:50.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:00:08.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:08.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:08.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:01:30.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_3/index_9597_seed_6278_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 03:01:35.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:01:53.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:10.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 03:13:49.134 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:58.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_3/index_1064_seed_6600_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 03:15:02.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:15:20.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:20.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:20.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:16:45.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_3/index_1064_seed_6601_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 03:16:48.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:17:07.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:22.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 03:29:02.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:02.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:03.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:12.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_3/index_975_seed_31509_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 03:30:17.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:30:36.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:36.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:36.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:31:58.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_3/index_975_seed_31510_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 03:32:03.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:32:21.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:37.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 03:44:18.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:27.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_3/index_5403_seed_26840_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 03:45:30.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:45:48.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:45:48.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:48.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:14.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_3/index_5403_seed_26841_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 03:47:18.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:47:36.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:51.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 03:59:36.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:36.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:45.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_3/index_706_seed_28512_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 04:00:48.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:01:07.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:07.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:07.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:02:27.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_3/index_706_seed_28513_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 04:02:33.310 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:02:51.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:06.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.028 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 04:15:57.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:07.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_3/index_9348_seed_19065_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 04:17:12.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:17:30.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:30.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:30.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:18:58.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_3/index_9348_seed_19066_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 04:19:02.905 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:19:21.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:37.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 04:31:23.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:33.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_3/index_2407_seed_1105_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 04:32:38.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:32:56.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:32:56.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:56.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:18.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_3/index_2407_seed_1106_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 04:34:22.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:34:40.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:57.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 04:46:42.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:52.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_3/index_1748_seed_3607_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 04:47:55.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:48:13.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:13.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:13.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:49:38.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_3/index_1748_seed_3608_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 04:49:41.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:49:59.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:15.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 05:01:52.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:03:00.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_3/index_2636_seed_5398_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 05:03:03.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:03:21.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:21.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:21.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:04:44.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_3/index_2636_seed_5399_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 05:04:49.664 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:05:07.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:22.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.866 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 05:17:06.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:15.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_3/index_575_seed_19064_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 05:18:20.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:18:39.075 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:39.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:39.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:19:59.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_3/index_575_seed_19065_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 05:20:04.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:20:25.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:38.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 05:32:11.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:12.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:18.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_3/index_2031_seed_13665_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 05:33:23.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:33:41.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:41.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:41.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:01.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_3/index_2031_seed_13666_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 05:35:06.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:35:25.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:38.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.622 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 05:47:14.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:21.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_3/index_2740_seed_7264_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 05:48:26.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:48:44.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:44.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:44.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:04.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_3/index_2740_seed_7265_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 05:50:09.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:50:27.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:41.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 06:02:17.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:24.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_3/index_2923_seed_21221_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 06:03:29.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:03:47.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:03:47.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:47.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:10.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_3/index_2923_seed_21222_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 06:05:15.472 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:05:33.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:47.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 06:17:21.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:29.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_3/index_8940_seed_1797_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 06:18:34.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:18:52.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:18:52.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:52.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:16.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_3/index_8940_seed_1798_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 06:20:21.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:20:40.122 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:56.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 06:32:29.134 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:35.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_3/index_337_seed_28234_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 06:33:40.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:33:58.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:33:58.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:58.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:20.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_3/index_337_seed_28235_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 06:35:24.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:35:42.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:57.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:23.769 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 06:48:30.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:39.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_3/index_6033_seed_23007_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 06:49:44.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:50:03.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:03.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:03.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:51:29.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_3/index_6033_seed_23008_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 06:51:33.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:51:51.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:05.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 07:03:44.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:45.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:53.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_3/index_3024_seed_438_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 07:04:59.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:05:17.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:17.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:17.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:06:31.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_3/index_3024_seed_439_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 07:06:35.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:06:54.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:08.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 07:18:33.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:40.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_3/index_2125_seed_13198_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 07:19:45.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:20:04.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:04.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:04.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:22.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_3/index_2125_seed_13199_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 07:21:27.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:21:46.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:58.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 07:33:22.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:28.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_3/index_3667_seed_25635_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 07:34:33.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:34:51.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:34:51.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:51.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:13.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_3/index_3667_seed_25636_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 07:36:17.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:36:35.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:49.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 07:48:21.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:22.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:22.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:27.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_3/index_3608_seed_17477_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 07:49:32.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:49:50.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:50.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:50.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:12.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_3/index_3608_seed_17478_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 07:51:15.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:51:34.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:48.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 08:03:16.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:25.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_3/index_125_seed_19839_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 08:04:30.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:04:49.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:04:49.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:49.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:10.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_3/index_125_seed_19840_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 08:06:14.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:06:32.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:46.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 08:18:15.504 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:21.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_3/index_3187_seed_3088_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 08:19:25.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:19:43.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:43.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:43.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:08.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_3/index_3187_seed_3089_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 08:21:11.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:21:29.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:48.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 08:33:17.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:18.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:18.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:24.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_3/index_6818_seed_9736_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 08:34:27.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:34:45.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:34:45.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:45.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:12.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_3/index_6818_seed_9737_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 08:36:15.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:36:33.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:48.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 08:48:24.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:30.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_3/index_5685_seed_10522_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 08:49:34.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:49:51.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:49:51.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:51.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:18.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_3/index_5685_seed_10523_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 08:51:21.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:51:40.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:53.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 09:03:25.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:32.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_3/index_7883_seed_29079_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 09:04:38.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:04:57.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:04:57.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:57.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:17.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_3/index_7883_seed_29080_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 09:06:20.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:06:40.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:54.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.295 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 09:19:29.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:37.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_3/index_5122_seed_19228_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 09:20:41.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:20:59.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:20:59.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:59.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:22:22.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_3/index_5122_seed_19229_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 09:22:25.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:22:43.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:02.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 09:34:33.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:40.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_3/index_7692_seed_790_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 09:35:43.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:36:02.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:02.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:02.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:37:23.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_3/index_7692_seed_791_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 09:37:28.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:37:48.203 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:03.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 09:49:32.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:32.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:39.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_3/index_7823_seed_18305_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 09:50:44.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:51:02.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:02.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:02.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:52:23.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_3/index_7823_seed_18306_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 09:52:27.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:52:47.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:01.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 10:04:32.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:38.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_3/index_4465_seed_33422_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 10:05:43.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:06:01.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:01.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:01.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:07:23.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_3/index_4465_seed_33423_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 10:07:28.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:07:46.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:02.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 10:19:29.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:38.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_3/index_1459_seed_28584_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 10:20:42.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:21:00.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:21:00.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:21:00.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:22:23.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_3/index_1459_seed_28585_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 10:22:29.028 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:22:48.075 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:03.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 10:34:35.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:42.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_3/index_8036_seed_20043_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 10:35:46.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:36:06.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:06.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:06.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:37:25.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_3/index_8036_seed_20044_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 10:37:29.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:37:47.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:03.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 10:49:32.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:41.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_3/index_8288_seed_18646_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 10:50:44.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:51:02.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:02.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:02.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:52:22.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_3/index_8288_seed_18647_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 10:52:25.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:52:43.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:01.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.788 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 11:04:32.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:38.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_3/index_4655_seed_14679_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 11:05:44.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:06:02.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:02.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:02.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:21.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_3/index_4655_seed_14680_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 11:07:24.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:07:43.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:57.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 11:19:23.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:29.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_3/index_6711_seed_24370_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 11:20:33.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:20:52.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:20:52.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:52.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:13.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_3/index_6711_seed_24371_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 11:22:16.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:22:35.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:49.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 11:34:20.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:26.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_3/index_8283_seed_24359_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 11:35:29.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:35:47.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:35:47.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:47.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:09.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_3/index_8283_seed_24360_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 11:37:13.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:37:31.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:47.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.760 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 11:50:14.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:21.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_3/index_2286_seed_27840_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 11:51:24.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:51:42.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:42.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:42.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:05.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_3/index_2286_seed_27841_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 11:53:11.198 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:53:29.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:41.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 12:05:05.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:14.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_3/index_2264_seed_18583_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 12:06:19.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:06:37.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:37.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:37.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:07:57.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_3/index_2264_seed_18584_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 12:08:00.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:08:18.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.789 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:34.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 12:20:00.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:06.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_3/index_283_seed_20671_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 12:21:09.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:21:27.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:27.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:27.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:22:49.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_3/index_283_seed_20672_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 12:22:53.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:23:11.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:22.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.225 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 12:34:53.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:59.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_3/index_1935_seed_8802_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 12:36:05.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:36:25.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:25.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:25.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:37:41.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_3/index_1935_seed_8803_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 12:37:44.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:38:03.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:18.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 12:49:48.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:53.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_3/index_5276_seed_18332_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 12:50:57.231 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:51:15.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:15.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:15.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:52:35.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_3/index_5276_seed_18333_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 12:52:38.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:52:56.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:12.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.79s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 13:04:35.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:41.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_3/index_3699_seed_2794_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 13:05:46.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:06:05.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:05.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:05.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:22.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_3/index_3699_seed_2795_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 13:07:26.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:07:44.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:08:00.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 13:19:21.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:21.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:27.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_3/index_3603_seed_31476_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 13:20:31.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:20:49.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:20:49.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:49.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:10.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_3/index_3603_seed_31477_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 13:22:13.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:22:32.025 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:47.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 13:34:18.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:24.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_3/index_4415_seed_32589_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 13:35:29.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:35:48.278 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:48.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:48.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:09.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_3/index_4415_seed_32590_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 13:37:13.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:37:31.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:49.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.122 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 13:49:22.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:28.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_3/index_3963_seed_31397_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 13:50:31.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:50:50.162 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:50:50.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:50.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:14.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_3/index_3963_seed_31398_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 13:52:18.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:52:36.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:50.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 14:04:24.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:24.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:29.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_3/index_6395_seed_12890_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 14:05:35.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:05:53.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:05:53.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:53.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:14.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_3/index_6395_seed_12891_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 14:07:17.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:07:36.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:49.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.099 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.909 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 14:20:16.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:25.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_3/index_1684_seed_23436_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 14:21:30.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:21:49.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:21:49.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:49.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:08.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_3/index_1684_seed_23437_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 14:23:13.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:23:32.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:43.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 14:35:11.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:17.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_3/index_7012_seed_24124_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 14:36:20.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:36:39.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:39.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:39.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:37:58.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_3/index_7012_seed_24125_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 14:38:04.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:38:23.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:37.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.785 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 14:50:06.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:06.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:12.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_3/index_1838_seed_19274_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 14:51:17.620 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:51:35.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:35.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:35.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:52:56.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_3/index_1838_seed_19275_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 14:53:00.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:53:18.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:33.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 15:04:59.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:05:00.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:06.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_3/index_7721_seed_23608_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 15:06:09.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:06:27.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:27.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:27.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:07:48.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_3/index_7721_seed_23609_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 15:07:51.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:08:09.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:28.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 15:20:03.345 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:09.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_3/index_1965_seed_13486_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 15:21:12.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:21:30.958 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:30.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:30.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:22:55.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_3/index_1965_seed_13487_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 15:22:58.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:23:16.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:31.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 15:35:01.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:07.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_3/index_8720_seed_10993_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 15:36:12.517 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:36:30.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:30.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:30.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:37:46.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_3/index_8720_seed_10994_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 15:37:49.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:38:08.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:21.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 15:49:48.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:48.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:54.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_3/index_3093_seed_30439_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 15:50:58.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:51:15.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:15.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:15.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:52:39.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_3/index_3093_seed_30440_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 15:52:44.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:53:03.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:15.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:38.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 16:04:39.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:47.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_3/index_7219_seed_24697_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 16:05:52.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:06:10.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:10.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:10.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:07:26.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_3/index_7219_seed_24698_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 16:07:31.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:07:50.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:05.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 16:19:33.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:41.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_3/index_5004_seed_32914_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 16:20:45.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:21:03.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:03.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:03.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:22:29.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_3/index_5004_seed_32915_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 16:22:33.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:22:51.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:05.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 16:34:33.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:34.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:43.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_3/index_32_seed_31154_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 16:35:46.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:36:04.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:04.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:04.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:37:28.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_3/index_32_seed_31155_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 16:37:33.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:37:52.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:04.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.702 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 16:50:28.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:36.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_3/index_413_seed_25252_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 16:51:41.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:51:59.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:51:59.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:59.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:20.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_3/index_413_seed_25253_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 16:53:25.198 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:53:43.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:56.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 17:05:21.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:27.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_3/index_5440_seed_31138_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 17:06:31.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:06:49.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:06:49.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:49.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:11.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_3/index_5440_seed_31139_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 17:08:15.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:08:33.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:48.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 17:20:17.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:17.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:24.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_3/index_7478_seed_10417_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 17:21:27.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:21:45.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:45.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:45.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:11.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_3/index_7478_seed_10418_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 17:23:15.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:23:33.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:49.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 17:35:19.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:25.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_3/index_7966_seed_41_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 17:36:28.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:36:46.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:36:46.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:46.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:13.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_3/index_7966_seed_42_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 17:38:18.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:38:37.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.262 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:55.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 17:50:23.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:29.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_3/index_8308_seed_24952_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 17:51:33.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:51:51.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:51:51.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:51.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:13.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_3/index_8308_seed_24953_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 17:53:18.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:53:37.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:50.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.215 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 18:05:24.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:24.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:32.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_3/index_6736_seed_13115_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 18:06:37.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:06:56.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:06:56.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:56.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:15.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_3/index_6736_seed_13116_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 18:08:19.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:08:38.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:51.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.078 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 18:20:20.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:28.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_3/index_6792_seed_16191_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 18:21:33.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:21:51.602 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:21:51.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:51.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:12.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_3/index_6792_seed_16192_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 18:23:15.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:23:34.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:50.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 18:35:21.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:27.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_3/index_4519_seed_22903_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 18:36:32.350 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:36:50.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:36:50.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:50.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:11.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_3/index_4519_seed_22904_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 18:38:16.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:38:34.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:47.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 18:50:16.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:23.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_3/index_8883_seed_23247_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 18:51:28.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:51:46.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:51:46.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:46.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:10.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_3/index_8883_seed_23248_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 18:53:14.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:53:32.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:47.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.905 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 19:05:19.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:27.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_3/index_8114_seed_1160_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 19:06:32.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:06:50.958 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:06:50.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:50.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:12.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_3/index_8114_seed_1161_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 19:08:17.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:08:35.375 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:50.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.557 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 19:21:25.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:32.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_3/index_9897_seed_3634_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 19:22:36.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:22:53.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:22:53.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:53.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:18.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_3/index_9897_seed_3635_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 19:24:23.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:24:41.809 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:55.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 19:36:30.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:31.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:36.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_3/index_5526_seed_24370_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 19:37:41.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:38:00.115 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:38:00.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:38:00.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:21.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_3/index_5526_seed_24371_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 19:39:26.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:39:44.445 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:59.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.891 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 19:51:35.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:43.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_3/index_9431_seed_15343_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 19:52:48.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:53:07.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:07.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:07.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:54:26.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_3/index_9431_seed_15344_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 19:54:31.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:54:50.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:05.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 20:06:37.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:44.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_3/index_2804_seed_1616_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 20:07:49.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:08:07.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:07.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:07.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:09:30.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_3/index_2804_seed_1617_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 20:09:34.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:09:53.552 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:08.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 20:21:40.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:47.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_3/index_7429_seed_3236_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 20:22:52.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:23:10.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:10.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:10.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:24:30.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_3/index_7429_seed_3237_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 20:24:35.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:24:53.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:07.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 20:36:39.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:39.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:39.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:48.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_3/index_838_seed_16957_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 20:37:53.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:38:11.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:11.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:11.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:39:36.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_3/index_838_seed_16958_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 20:39:41.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:39:59.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:14.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 20:51:51.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:52.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:52.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:59.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_3/index_9931_seed_24865_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 20:53:02.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:53:21.067 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:21.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:21.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:54:44.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_3/index_9931_seed_24866_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 20:54:49.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:55:07.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:20.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 21:06:50.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:56.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_3/index_2661_seed_10652_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 21:08:01.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:08:20.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:20.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:20.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:09:42.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_3/index_2661_seed_10653_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 21:09:47.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:10:07.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:19.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 21:21:46.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:53.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_3/index_5891_seed_18426_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 21:22:58.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:23:16.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:16.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:16.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:24:42.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_3/index_5891_seed_18427_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 21:24:47.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:25:07.517 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:25.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 21:37:19.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:20.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:27.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_3/index_3648_seed_9513_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 21:38:31.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:38:49.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:38:49.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:49.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:19.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_3/index_3648_seed_9514_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 21:40:25.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:40:43.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:41:00.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:50.037 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 21:53:56.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:05.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_3/index_748_seed_19427_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 21:55:09.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:55:27.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:27.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:27.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:00.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_3/index_748_seed_19428_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 21:57:05.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:57:25.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:38.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 22:09:37.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:45.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_3/index_2762_seed_22450_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 22:10:49.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:11:07.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:07.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:07.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:12:36.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_3/index_2762_seed_22451_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 22:12:41.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:13:00.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:17.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 22:25:14.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:24.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_3/index_9231_seed_539_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 22:26:29.025 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:26:47.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:26:47.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:47.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:15.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_3/index_9231_seed_540_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 22:28:19.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:28:37.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:55.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 22:40:48.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:59.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_3/index_2425_seed_25786_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 22:42:02.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:42:20.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:20.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:20.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:43:47.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_3/index_2425_seed_25787_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 22:43:52.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:44:10.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:28.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:15.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 22:56:16.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:27.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_3/index_7466_seed_28370_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 22:57:31.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:57:50.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:57:50.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:50.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:15.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_3/index_7466_seed_28371_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 22:59:18.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:59:38.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.323 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:54.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 23:11:46.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:56.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_3/index_8209_seed_24860_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 23:13:01.922 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:13:20.098 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:20.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:20.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:14:48.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_3/index_8209_seed_24861_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 23:14:53.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:15:12.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.663 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:32.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 23:27:19.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:27.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_3/index_5181_seed_23722_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 23:28:32.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:28:51.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:28:51.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:51.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:30:20.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_3/index_5181_seed_23723_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 23:30:24.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:30:42.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:06.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 23:42:57.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:58.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:09.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_3/index_5751_seed_28027_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 23:44:15.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:44:33.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:33.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:33.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:45:58.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_3/index_5751_seed_28028_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-14 23:46:03.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:46:21.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:38.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-14 23:58:33.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:43.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_3/index_2792_seed_10293_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-14 23:59:48.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:00:07.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:07.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:07.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:01:28.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_3/index_2792_seed_10294_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 00:01:32.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:01:51.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:07.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 00:13:54.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:04.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_3/index_2400_seed_31544_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 00:15:09.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:15:27.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:27.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:27.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:16:54.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_3/index_2400_seed_31545_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 00:16:59.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:17:18.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:35.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:49.882 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 04:07:01.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:01.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:11.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_3/index_6383_seed_6213_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 04:08:16.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:08:34.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:34.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:34.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:00.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_3/index_6383_seed_6214_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 04:10:03.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:10:23.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:40.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 04:22:35.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:35.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:36.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:45.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_3/index_3630_seed_24382_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 04:23:50.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:24:09.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:09.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:09.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:25:32.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_3/index_3630_seed_24383_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 04:25:37.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:25:56.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:18.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 04:38:14.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:14.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:26.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_3/index_5110_seed_5973_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 04:39:30.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:39:49.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:39:49.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:49.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:41:21.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_3/index_5110_seed_5974_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 04:41:26.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:41:44.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:03.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 04:53:59.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:10.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_3/index_3377_seed_20182_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 04:55:14.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:55:33.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:33.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:33.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:02.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_3/index_3377_seed_20183_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 04:57:07.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:57:26.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:40.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 05:09:30.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:38.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_3/index_484_seed_20850_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 05:10:43.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:11:01.271 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:01.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:01.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:12:28.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_3/index_484_seed_20851_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 05:12:33.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:12:52.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.347 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:11.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.651 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 05:25:02.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:13.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_3/index_1470_seed_31023_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 05:26:18.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:26:36.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:36.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:36.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:05.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_3/index_1470_seed_31024_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 05:28:09.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:28:28.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:44.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 05:40:35.231 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:47.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_3/index_2860_seed_11262_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 05:41:53.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:42:11.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:11.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:11.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:43:38.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_3/index_2860_seed_11263_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 05:43:41.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:44:00.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:18.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 05:56:13.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:23.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_3/index_5969_seed_16675_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 05:57:28.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:57:47.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:57:47.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:47.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:14.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_3/index_5969_seed_16676_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 05:59:18.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:59:36.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:57.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.712 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 06:11:54.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:03.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_3/index_2249_seed_16614_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 06:13:06.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:13:25.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:25.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:25.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:14:51.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_3/index_2249_seed_16615_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 06:14:54.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:15:13.234 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:32.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.294 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 06:27:30.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:39.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_3/index_2223_seed_701_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 06:28:42.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:29:00.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:00.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:00.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:30:25.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_3/index_2223_seed_702_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 06:30:31.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:30:50.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:06.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:52.855 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 06:43:59.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:11.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_3/index_2711_seed_29995_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 06:45:16.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:45:34.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:34.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:34.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:00.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_3/index_2711_seed_29996_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 06:47:04.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:47:24.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:40.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.632 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 06:59:28.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:29.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:39.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_3/index_105_seed_20100_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 07:00:44.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:01:03.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:03.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:03.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:02:31.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_3/index_105_seed_20101_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 07:02:36.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:02:55.332 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.683 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:12.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 07:15:02.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:03.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:13.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_3/index_2309_seed_5291_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 07:16:18.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:16:36.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:36.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:36.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:00.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_3/index_2309_seed_5292_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 07:18:04.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:18:24.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:40.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 07:30:34.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:43.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_3/index_6350_seed_20419_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 07:31:47.053 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:32:05.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:05.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:05.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:33:27.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_3/index_6350_seed_20420_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 07:33:30.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:33:49.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:09.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 07:46:00.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:46:00.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:10.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_3/index_6037_seed_31249_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 07:47:16.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:47:34.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:34.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:34.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:00.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_3/index_6037_seed_31250_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 07:49:04.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:49:25.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:43.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 08:01:41.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:41.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:50.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_3/index_462_seed_2628_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 08:02:55.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:03:14.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:14.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:14.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:04:40.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_3/index_462_seed_2629_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 08:04:44.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:05:03.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:18.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 08:17:04.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:05.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:13.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_3/index_9747_seed_21332_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 08:18:18.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:18:36.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:36.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:36.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:01.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_3/index_9747_seed_21333_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 08:20:06.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:20:25.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:48.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 08:32:40.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:41.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:48.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_3/index_1140_seed_31730_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 08:33:53.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:34:11.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:11.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:11.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:35:38.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_3/index_1140_seed_31731_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 08:35:43.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:36:02.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:22.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 08:48:17.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:28.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_3/index_7791_seed_13527_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 08:49:33.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:49:51.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:49:51.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:51.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:51:23.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_3/index_7791_seed_13528_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 08:51:28.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:51:48.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.727 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:03.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 09:04:01.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:10.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_3/index_2077_seed_10728_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 09:05:14.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:05:33.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:33.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:33.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:06:59.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_3/index_2077_seed_10729_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 09:07:02.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:07:20.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:38.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.474 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.160 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 09:20:37.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:45.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_3/index_4850_seed_23684_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 09:21:51.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:22:09.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:09.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:09.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:23:36.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_3/index_4850_seed_23685_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 09:23:40.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:23:58.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:15.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 09:36:13.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:23.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_3/index_5633_seed_10842_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 09:37:27.319 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:37:45.791 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:37:45.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:45.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:13.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_3/index_5633_seed_10843_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 09:39:18.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:39:37.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:53.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.222 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 09:51:52.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:53.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:53:00.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_3/index_2122_seed_19352_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 09:53:03.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:53:21.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:21.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:21.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:54:46.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_3/index_2122_seed_19353_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 09:54:51.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:55:09.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:26.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 10:07:16.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:16.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:17.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:24.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_3/index_8698_seed_26333_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 10:08:28.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:08:46.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:08:46.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:46.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:17.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_3/index_8698_seed_26334_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 10:10:22.952 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:10:41.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:57.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 10:22:49.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:50.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:50.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:57.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_3/index_7773_seed_5210_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 10:24:02.203 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:24:20.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:20.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:20.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:25:44.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_3/index_7773_seed_5211_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 10:25:48.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:26:07.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:26.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 10:38:19.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:27.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_3/index_71_seed_2175_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 10:39:30.527 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:39:48.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:39:48.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:48.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:12.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_3/index_71_seed_2176_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 10:41:16.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:41:34.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 10:53:43.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:43.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:50.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_3/index_1150_seed_17203_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 10:54:55.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:55:13.614 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:13.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:13.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:56:38.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_3/index_1150_seed_17204_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 10:56:42.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:57:01.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:16.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.963 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 11:09:06.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:17.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_3/index_5159_seed_10258_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 11:10:21.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:10:39.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:39.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:02.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_3/index_5159_seed_10259_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 11:12:05.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:12:25.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:44.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 11:24:35.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:43.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_3/index_1323_seed_2422_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 11:25:47.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:26:07.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:07.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:07.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:27:35.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_3/index_1323_seed_2423_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 11:27:39.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:27:57.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:18.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 11:40:15.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:24.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_3/index_1395_seed_6160_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 11:41:29.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:41:48.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:41:48.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:48.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:15.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_3/index_1395_seed_6161_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 11:43:19.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:43:38.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:55.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:51.956 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 11:56:58.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:07.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_3/index_9406_seed_24167_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 11:58:11.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:58:29.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:29.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:29.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:59:58.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_3/index_9406_seed_24168_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 12:00:01.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:00:19.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:37.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 12:12:27.384 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:37.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_3/index_8337_seed_17489_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 12:13:42.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:14:01.115 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:14:01.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:14:01.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:15:23.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_3/index_8337_seed_17490_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 12:15:28.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:15:47.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:04.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 12:27:52.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:53.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:03.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_3/index_5607_seed_7464_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 12:29:07.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:29:25.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:25.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:25.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:30:58.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_3/index_5607_seed_7465_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 12:31:03.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:31:22.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:38.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 12:43:28.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_3/index_6614_seed_33115_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 12:44:40.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:44:58.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:44:58.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:58.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:46:24.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_3/index_6614_seed_33116_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 12:46:27.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:46:46.162 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:05.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 12:58:57.166 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:05.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_3/index_5991_seed_21456_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 13:00:09.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:00:27.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:01:54.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_3/index_5991_seed_21457_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 13:01:57.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:02:16.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:36.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 13:14:27.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:28.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:36.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_3/index_8910_seed_20625_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 13:15:40.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:15:58.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:15:58.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:58.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:17:28.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_3/index_8910_seed_20626_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 13:17:34.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:17:52.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:08.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 13:30:00.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:01.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:12.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_3/index_309_seed_19070_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 13:31:17.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:31:35.730 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:35.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:35.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:02.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_3/index_309_seed_19071_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 13:33:06.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:33:25.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:44.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 13:45:40.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:51.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_3/index_7250_seed_28616_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 13:46:54.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:47:12.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:12.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:12.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:48:38.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_3/index_7250_seed_28617_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 13:48:44.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:49:02.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:17.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 14:01:14.951 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:15.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:25.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_3/index_1252_seed_26750_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 14:02:29.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:02:47.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:02:47.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:47.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:04:22.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_3/index_1252_seed_26751_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 14:04:25.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:04:44.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:02.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 14:16:54.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:03.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_3/index_3216_seed_10440_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 14:18:07.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:18:25.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:25.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:19:51.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_3/index_3216_seed_10441_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 14:19:57.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:20:15.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:36.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.928 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 14:33:25.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:36.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_3/index_3017_seed_26075_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 14:34:41.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:34:59.614 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:34:59.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:59.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:36:23.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_3/index_3017_seed_26076_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 14:36:27.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:36:45.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:05.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 14:48:49.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:50.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:58.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_3/index_9079_seed_19516_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 14:50:01.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:50:19.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:19.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:19.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:51:52.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_3/index_9079_seed_19517_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 14:51:57.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:52:16.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:36.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 15:04:29.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:30.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:38.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_3/index_5721_seed_30774_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 15:05:42.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:06:01.075 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:06:01.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:06:01.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:07:27.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_3/index_5721_seed_30775_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 15:07:32.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:07:50.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:07.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 15:19:58.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:59.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:07.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_3/index_6804_seed_19125_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 15:21:11.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:21:29.384 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:29.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:29.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:01.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_3/index_6804_seed_19126_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 15:23:07.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:23:26.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 15:35:41.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:51.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_3/index_8212_seed_3510_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 15:36:54.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:37:13.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:13.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:13.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:38:40.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_3/index_8212_seed_3511_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 15:38:44.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:39:02.730 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:24.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.954 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 15:51:13.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:23.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_3/index_2734_seed_6489_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 15:52:29.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:52:47.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:52:47.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:47.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:17.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_3/index_2734_seed_6490_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 15:54:22.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:54:41.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:54:59.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 16:06:52.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:53.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:08:01.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_3/index_4098_seed_25097_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 16:08:05.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:08:25.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:25.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:25.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:09:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_3/index_4098_seed_25098_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 16:10:03.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:10:21.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:38.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 16:22:35.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:35.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:43.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_3/index_9518_seed_7693_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 16:23:46.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:24:05.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:05.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:05.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:25:28.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_3/index_9518_seed_7694_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 16:25:32.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:25:51.024 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:14.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.685 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 16:38:10.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:18.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_3/index_805_seed_1601_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 16:39:21.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:39:39.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:39.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:39.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:06.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_3/index_805_seed_1602_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 16:41:11.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:41:30.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:54.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 16:53:43.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:44.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:52.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_3/index_8251_seed_9809_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 16:54:57.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:55:15.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:15.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:15.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:56:43.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_3/index_8251_seed_9810_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 16:56:47.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:57:07.493 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:29.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:23.014 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 17:10:34.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:46.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_3/index_8144_seed_5049_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 17:11:51.202 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:12:09.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:09.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:09.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:13:36.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_3/index_8144_seed_5050_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 17:13:40.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:13:59.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.036 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:16.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 17:26:02.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:12.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_3/index_5549_seed_19397_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 17:27:18.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:27:36.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:36.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:36.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:02.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_3/index_5549_seed_19398_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 17:29:06.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:29:25.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:41.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 17:41:33.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:42.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_3/index_1719_seed_6750_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 17:42:45.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:43:03.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:03.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:03.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:44:32.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_3/index_1719_seed_6751_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 17:44:38.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:44:56.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:14.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 17:57:00.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:00.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:10.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_3/index_1561_seed_12504_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 17:58:14.234 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:58:32.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:32.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:32.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:01.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_3/index_1561_seed_12505_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 18:00:07.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:00:25.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:42.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 18:12:36.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:48.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_3/index_5853_seed_25961_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 18:13:53.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:14:11.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:11.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:11.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:15:42.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_3/index_5853_seed_25962_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 18:15:47.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:16:07.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:25.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 18:28:25.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:34.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_3/index_5508_seed_17200_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 18:29:38.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:29:56.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:29:56.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:56.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:31:23.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_3/index_5508_seed_17201_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 18:31:26.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:31:45.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:02.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 18:43:58.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:06.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_3/index_5490_seed_27339_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 18:45:12.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:45:30.115 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:30.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:30.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:46:56.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_3/index_5490_seed_27340_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 18:46:59.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:47:17.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:37.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 18:59:31.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:32.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:32.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:41.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_3/index_2897_seed_17782_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 19:00:45.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:01:03.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:03.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:03.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:02:29.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_3/index_2897_seed_17783_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 19:02:32.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:02:50.572 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:11.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 19:15:07.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:07.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:17.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_3/index_1873_seed_15002_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 19:16:22.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:16:40.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:40.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:40.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:09.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_3/index_1873_seed_15003_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 19:18:13.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:18:32.196 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:50.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 19:30:46.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:56.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_3/index_1777_seed_19105_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 19:32:01.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:32:19.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:19.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:19.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:33:46.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_3/index_1777_seed_19106_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 19:33:50.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:34:08.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:31.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.562 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 19:47:37.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:38.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:48.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_3/index_7860_seed_20052_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 19:48:52.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:49:10.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:10.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:10.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:50:36.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_3/index_7860_seed_20053_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 19:50:40.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:50:58.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:17.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 20:03:08.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:09.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:20.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_3/index_1995_seed_18871_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 20:04:23.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:04:41.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:41.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:41.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:11.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_3/index_1995_seed_18872_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 20:06:15.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:06:33.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:55.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 20:18:46.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:47.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:55.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_3/index_3290_seed_4090_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 20:19:58.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:20:16.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:16.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:16.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:21:45.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_3/index_3290_seed_4091_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 20:21:48.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:22:07.504 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:28.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 20:34:18.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:26.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_3/index_5283_seed_29023_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 20:35:29.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:35:47.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:35:47.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:47.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:17.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_3/index_5283_seed_29024_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 20:37:20.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:37:39.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:58.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 20:49:53.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:05.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_3/index_5684_seed_30767_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 20:51:11.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:51:29.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:29.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:29.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:52:52.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_3/index_5684_seed_30768_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 20:52:55.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:53:14.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:35.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.236 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 21:05:31.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:44.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_3/index_4680_seed_23976_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 21:06:47.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:07:06.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:06.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:06.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:08:33.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_3/index_4680_seed_23977_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 21:08:39.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:08:57.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:13.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 21:21:04.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:04.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:14.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_3/index_493_seed_272_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 21:22:18.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:22:36.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:36.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:36.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:02.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_3/index_493_seed_273_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 21:24:06.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:24:25.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:46.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 21:36:42.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:43.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:51.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_3/index_4425_seed_15184_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 21:37:57.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:38:15.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:15.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:15.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:39:44.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_3/index_4425_seed_15185_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 21:39:49.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:40:08.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:26.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 21:52:19.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:27.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_3/index_8055_seed_15427_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 21:53:31.876 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:53:50.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:53:50.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:50.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:16.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_3/index_8055_seed_15428_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 21:55:21.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:55:39.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:57.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.131 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 22:07:53.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:03.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_3/index_8682_seed_31151_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 22:09:08.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:09:26.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:26.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:26.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:10:50.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_3/index_8682_seed_31152_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 22:10:54.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:11:12.905 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:36.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.954 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.149 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 22:24:33.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:44.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_3/index_7941_seed_33160_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 22:25:49.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:26:07.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:07.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:07.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:27:31.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_3/index_7941_seed_33161_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 22:27:35.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:27:54.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:12.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 22:40:01.259 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:11.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_3/index_7906_seed_23751_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 22:41:14.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:41:33.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:33.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:33.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:00.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_3/index_7906_seed_23752_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 22:43:06.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:43:25.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:39.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 22:55:34.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:35.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:43.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_3/index_6181_seed_6937_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 22:56:48.011 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:57:07.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:07.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:07.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:58:30.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_3/index_6181_seed_6938_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 22:58:35.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:58:53.766 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:10.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 23:11:03.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_3/index_5775_seed_12176_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 23:12:19.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:12:37.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:37.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:37.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:00.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_3/index_5775_seed_12177_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 23:14:05.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:14:25.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:43.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 23:26:29.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:40.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_3/index_8976_seed_1653_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 23:27:44.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:28:02.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:02.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:02.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:29:32.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_3/index_8976_seed_1654_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 23:29:37.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:29:56.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:11.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 23:42:01.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:01.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:02.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:11.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_3/index_8738_seed_365_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 23:43:15.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:43:34.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:34.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:34.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:02.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_3/index_8738_seed_366_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-15 23:45:06.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:45:25.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:41.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-15 23:57:35.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:36.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:45.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_3/index_6895_seed_30282_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-15 23:58:51.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:59:09.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:09.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:09.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:00:33.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_3/index_6895_seed_30283_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 00:00:38.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:00:57.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:14.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 00:13:11.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:12.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:21.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_3/index_2638_seed_8216_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 00:14:24.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:14:43.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:14:43.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:43.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:16.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_3/index_2638_seed_8217_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 00:16:22.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:16:40.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:56.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.387 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 00:28:50.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:30:01.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_3/index_6293_seed_19703_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 00:30:05.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:30:25.234 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:25.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:25.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:31:50.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_3/index_6293_seed_19704_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 00:31:55.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:32:14.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:36.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 00:44:29.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:36.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_3/index_8018_seed_18957_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 00:45:41.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:45:59.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:45:59.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:59.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:47:22.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_3/index_8018_seed_18958_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 00:47:27.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:47:45.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.568 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:03.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.758 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.876 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 01:00:39.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:48.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_3/index_6189_seed_11802_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 01:01:52.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:02:10.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:10.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:10.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:03:35.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_3/index_6189_seed_11803_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 01:03:38.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:03:56.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:14.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.418 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 01:15:49.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:56.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_3/index_1436_seed_26481_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 01:17:02.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:17:20.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:20.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:20.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:18:40.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_3/index_1436_seed_26482_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 01:18:45.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:19:04.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:20.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 01:30:51.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:59.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_3/index_6227_seed_30008_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 01:32:03.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:32:21.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:21.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:21.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:33:46.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_3/index_6227_seed_30009_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 01:33:51.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:34:10.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:23.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 01:45:58.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:58.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:04.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_3/index_260_seed_5616_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 01:47:08.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:47:26.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:26.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:26.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:48:54.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_3/index_260_seed_5617_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 01:48:57.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:49:15.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:28.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 02:01:02.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:11.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_3/index_5746_seed_30689_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 02:02:16.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:02:34.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:34.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:34.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:03:58.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_3/index_5746_seed_30690_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 02:04:03.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:04:21.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:37.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 02:16:16.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:17.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:25.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_3/index_643_seed_30465_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 02:17:30.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:17:48.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:17:48.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:48.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:12.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_3/index_643_seed_30466_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 02:19:17.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:19:35.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:53.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 02:31:31.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:38.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_3/index_3798_seed_14509_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 02:32:42.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:33:00.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:00.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:00.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:34:24.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_3/index_3798_seed_14510_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 02:34:27.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:34:46.057 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:06.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 02:46:41.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:50.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_3/index_7792_seed_5743_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 02:47:55.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:48:13.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:13.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:13.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:49:41.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_3/index_7792_seed_5744_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 02:49:46.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:50:04.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:19.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 03:01:53.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:03:01.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_3/index_356_seed_5460_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 03:03:05.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:03:25.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:25.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:25.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:04:49.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_3/index_356_seed_5461_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 03:04:54.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:05:12.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:31.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 03:17:09.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:18.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_3/index_5674_seed_12172_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 03:18:22.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:18:42.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:42.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:42.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:01.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_3/index_5674_seed_12173_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 03:20:06.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:20:26.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:42.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.494 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 03:33:27.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:39.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_3/index_562_seed_18448_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 03:34:44.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:35:02.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:02.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:02.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:36:28.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_3/index_562_seed_18449_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 03:36:33.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:36:52.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:08.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 03:48:43.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:44.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:53.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_3/index_868_seed_5307_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 03:49:57.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:50:15.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:15.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:15.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:51:40.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_3/index_868_seed_5308_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 03:51:45.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:52:03.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:20.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 04:03:52.417 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:05:00.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_3/index_9114_seed_7516_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 04:05:04.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:05:25.006 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:25.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:25.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:06:45.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_3/index_9114_seed_7517_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 04:06:48.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:07:07.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:23.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 04:19:03.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:04.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:12.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_3/index_5429_seed_32290_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 04:20:16.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:20:34.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:34.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:34.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:21:59.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_3/index_5429_seed_32291_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 04:22:04.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:22:25.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:38.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.214 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 04:34:18.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:27.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_3/index_5908_seed_22802_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 04:35:32.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:35:50.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:35:50.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:50.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:17.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_3/index_5908_seed_22803_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 04:37:21.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:37:40.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:55.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 04:49:31.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:38.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_3/index_1831_seed_2089_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 04:50:42.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:51:01.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:01.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:01.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:22.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_3/index_1831_seed_2090_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 04:52:27.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:52:46.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:59.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 05:04:32.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:38.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_3/index_1177_seed_28647_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 05:05:42.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:06:01.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:06:01.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:06:01.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:17.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_3/index_1177_seed_28648_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 05:07:21.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:07:39.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:53.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 05:19:17.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:22.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_3/index_7202_seed_25318_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 05:20:26.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:20:44.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:44.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:44.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:07.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_3/index_7202_seed_25319_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 05:22:13.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:22:31.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:46.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 05:34:05.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:11.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_3/index_9372_seed_20475_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 05:35:16.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:35:34.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:34.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:34.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:36:46.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_3/index_9372_seed_20476_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 05:36:50.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:37:08.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:19.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 05:48:28.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:33.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_3/index_8747_seed_7158_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 05:49:36.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:49:54.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:49:54.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:54.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:09.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_3/index_8747_seed_7159_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 05:51:13.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:51:31.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:38.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 14, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.453 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 14, dp_rank 7: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=3, rank_in_group=1 +2026-05-16 09:33:01.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:04.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_3/index_1087_seed_14431_dp_7_rank_14_sample_2_slot_0.mp4 +2026-05-16 09:34:09.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 09:34:28.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:28.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 14 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:28.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 14 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:34.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 14: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_3/index_1087_seed_14432_dp_7_rank_14_sample_3_slot_1.mp4 +2026-05-16 09:35:38.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 09:35:57.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 14: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:36:00.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 14: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 14: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 14, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_26.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_26.log new file mode 100644 index 0000000000000000000000000000000000000000..d7d37a57aa18327d57e40a586c75b3035330a4b8 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_26.log @@ -0,0 +1,5450 @@ +2026-05-12 18:36:53.315 | INFO | __main__:__init__:824 - [RewardDebug] VLM reward active: model=snapvideo_vlm, path=/nfs/ywang29/ckpts/Qwen3.5-9B, family=qwen3_5, score_type=token_credit, num_frames=20, max_pixels=50176 +2026-05-12 18:36:54.037 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:36:54.037 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 18:41:34.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:34.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:34.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:03.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_6/index_2282_seed_5650_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 18:43:10.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 18:43:35.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:35.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:35.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:44:41.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_6/index_2282_seed_5651_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 18:44:46.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 18:45:07.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 18:45:27.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 26, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.663 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 18:57:11.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:57:12.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:22.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_6/index_5897_seed_5252_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 18:58:29.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 18:58:50.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:58:50.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:50.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:00.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_6/index_5897_seed_5253_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 19:00:06.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:00:29.306 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:00:36.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 19:11:54.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:11:54.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:03.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_6/index_912_seed_17519_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 19:13:08.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:13:30.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:13:30.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:30.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:14:44.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_6/index_912_seed_17520_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 19:14:51.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:15:15.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:15:17.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 19:26:37.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:26:37.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:45.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_6/index_1434_seed_11439_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 19:27:50.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:28:11.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:28:11.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:28:11.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:29:25.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_6/index_1434_seed_11440_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 19:29:31.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:29:51.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:30:01.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 19:41:18.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:41:18.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:26.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_6/index_5817_seed_23060_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 19:42:31.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:42:55.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:42:55.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:55.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:10.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_6/index_5817_seed_23061_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 19:44:16.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:44:36.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:44:43.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.505 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 19:56:06.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:56:06.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:14.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_6/index_143_seed_28537_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 19:57:19.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:57:40.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:57:40.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:40.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:58:52.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_6/index_143_seed_28538_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 19:58:56.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:59:21.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:59:28.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 20:10:48.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:10:48.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:56.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_6/index_7633_seed_12740_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 20:12:02.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:12:25.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:12:25.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:12:25.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:13:36.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_6/index_7633_seed_12741_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 20:13:43.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:14:05.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:14:11.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 20:25:29.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:25:29.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:38.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_6/index_7957_seed_26759_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 20:26:44.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:27:08.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:27:08.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:27:08.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:24.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_6/index_7957_seed_26760_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 20:28:31.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:28:55.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:29:00.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 20:40:21.998 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:40:22.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:31.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_6/index_5420_seed_27395_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 20:41:38.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:42:01.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:42:01.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:42:01.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:11.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_6/index_5420_seed_27396_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 20:43:18.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:43:44.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:43:46.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 20:55:11.809 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:55:11.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:12.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:20.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_6/index_3172_seed_17183_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 20:56:26.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:56:48.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:56:48.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:48.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:57:58.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_6/index_3172_seed_17184_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 20:58:06.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:58:30.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:58:35.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:47.964 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 21:10:50.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:10:50.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:51.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:12:02.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_6/index_9033_seed_29281_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 21:12:08.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:12:30.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:12:30.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:12:30.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:13:42.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_6/index_9033_seed_29282_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 21:13:49.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:14:13.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:14:16.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 21:25:34.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:25:34.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:43.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_6/index_9751_seed_14506_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 21:26:49.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:27:10.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:27:10.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:27:10.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:28:26.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_6/index_9751_seed_14507_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 21:28:32.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:28:56.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:29:02.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.835 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 21:40:24.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:40:24.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:33.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_6/index_804_seed_22854_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 21:41:36.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:42:02.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:42:02.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:42:02.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:16.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_6/index_804_seed_22855_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 21:43:22.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:43:45.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:43:51.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 21:55:16.332 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:55:16.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:24.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_6/index_690_seed_465_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 21:56:31.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:56:50.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:56:50.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:50.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:08.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_6/index_690_seed_466_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 21:58:13.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:58:38.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:58:42.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 22:10:05.075 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:10:05.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:13.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_6/index_7955_seed_31118_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 22:11:19.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:11:41.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:11:41.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:41.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:12:57.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_6/index_7955_seed_31119_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 22:13:03.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:13:28.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:13:33.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 22:25:00.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:25:00.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:11.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_6/index_568_seed_12215_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 22:26:16.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:26:38.947 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:26:38.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:38.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:27:58.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_6/index_568_seed_12216_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 22:28:02.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:28:23.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:28:33.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 22:39:58.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:39:58.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:07.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_6/index_1808_seed_21466_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 22:41:10.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:41:29.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:41:29.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:29.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:42:48.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_6/index_1808_seed_21467_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 22:42:51.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:43:09.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:43:23.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 22:54:43.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:54:43.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:50.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_6/index_1286_seed_7809_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 22:55:53.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:56:11.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:56:11.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:56:11.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:57:32.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_6/index_1286_seed_7810_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 22:57:35.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:57:53.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:58:07.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 23:09:27.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:09:27.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:34.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_6/index_7019_seed_1460_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 23:10:39.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:10:57.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:10:57.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:57.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:19.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_6/index_7019_seed_1461_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 23:12:23.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:12:41.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:12:52.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.536 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 23:24:14.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:24:14.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:14.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:22.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_6/index_8767_seed_30086_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 23:25:25.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:25:43.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:25:43.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:43.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:07.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_6/index_8767_seed_30087_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 23:27:11.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:27:29.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:27:42.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.285 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 23:39:57.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:39:57.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:06.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_6/index_9698_seed_14950_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 23:41:11.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:41:29.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:41:29.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:29.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:42:42.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_6/index_9698_seed_14951_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 23:42:46.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:43:04.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:43:17.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-12 23:54:35.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:54:35.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:42.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_6/index_7112_seed_14918_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-12 23:55:47.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:56:05.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:56:05.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:56:05.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:25.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_6/index_7112_seed_14919_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-12 23:57:28.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:57:47.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:58:01.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 00:09:19.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:09:19.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:27.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_6/index_8300_seed_14647_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 00:10:32.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:10:49.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:10:49.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:49.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:12.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_6/index_8300_seed_14648_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 00:12:17.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:12:35.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:12:51.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 00:24:13.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:24:13.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:21.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_6/index_7364_seed_13225_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 00:25:26.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:25:44.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:25:44.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:44.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:00.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_6/index_7364_seed_13226_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 00:27:04.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:27:22.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:27:35.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 00:38:56.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:38:56.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:05.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_6/index_1762_seed_1223_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 00:40:10.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:40:27.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:40:27.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:27.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:41:46.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_6/index_1762_seed_1224_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 00:41:50.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:42:08.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:42:20.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 00:53:40.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:53:40.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:47.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_6/index_7585_seed_7158_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 00:54:50.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:55:08.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:55:08.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:55:08.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:56:27.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_6/index_7585_seed_7159_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 00:56:30.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:56:48.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:57:03.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 01:08:24.183 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:08:24.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:31.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_6/index_6973_seed_12051_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 01:09:34.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:09:52.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:09:52.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:52.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:15.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_6/index_6973_seed_12052_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 01:11:18.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:11:36.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:11:50.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 01:23:09.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:23:09.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:17.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_6/index_544_seed_3827_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 01:24:20.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:24:38.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:24:38.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:38.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:25:58.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_6/index_544_seed_3828_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 01:26:04.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:26:21.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:26:35.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 01:37:56.601 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:37:56.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:04.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_6/index_8124_seed_15930_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 01:39:08.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:39:26.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:39:26.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:26.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:40:42.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_6/index_8124_seed_15931_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 01:40:46.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:41:04.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:41:15.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 01:52:32.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:52:33.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:40.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_6/index_7400_seed_16051_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 01:53:45.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:54:03.196 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:54:03.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:54:03.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:20.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_6/index_7400_seed_16052_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 01:55:24.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:55:42.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:55:57.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.875 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 02:08:12.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:08:12.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:20.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_6/index_2034_seed_1422_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 02:09:23.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:09:42.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:09:42.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:42.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:01.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_6/index_2034_seed_1423_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 02:11:06.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:11:24.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:11:35.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 02:23:03.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:23:03.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:11.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_6/index_946_seed_12652_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 02:24:15.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:24:34.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:24:34.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:34.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:25:54.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_6/index_946_seed_12653_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 02:25:57.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:26:16.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:26:29.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 02:37:46.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:37:46.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:54.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_6/index_1203_seed_12795_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 02:38:59.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:39:20.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:39:20.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:39:20.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:40:43.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_6/index_1203_seed_12796_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 02:40:47.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:41:06.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:41:18.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 02:52:31.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:52:31.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:39.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_6/index_1178_seed_12372_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 02:53:42.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:54:02.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:54:02.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:54:02.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:23.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_6/index_1178_seed_12373_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 02:55:26.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:55:45.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:56:00.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 03:07:25.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:07:25.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:33.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_6/index_281_seed_2516_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 03:08:36.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:08:54.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:08:54.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:54.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:17.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_6/index_281_seed_2517_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 03:10:20.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:10:38.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:10:54.565 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:10:55.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 03:22:21.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:22:21.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:30.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_6/index_6787_seed_10319_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 03:23:34.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:23:52.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:23:52.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:52.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:15.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_6/index_6787_seed_10320_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 03:25:19.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:25:37.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:25:52.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 03:37:17.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:37:17.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:25.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_6/index_2473_seed_5919_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 03:38:30.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:38:48.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:38:48.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:48.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:13.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_6/index_2473_seed_5920_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 03:40:18.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:40:36.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:40:49.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 03:52:09.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:52:09.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:16.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_6/index_9371_seed_25347_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 03:53:19.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:53:37.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:53:37.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:37.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:54:58.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_6/index_9371_seed_25348_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 03:55:01.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:55:19.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:55:36.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:55:37.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.905 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 04:07:04.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:07:04.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:12.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_6/index_6279_seed_3098_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 04:08:15.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:08:34.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:08:34.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:34.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:09:56.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_6/index_6279_seed_3099_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 04:09:59.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:10:18.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:10:31.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 04:22:01.527 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:22:01.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:09.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_6/index_7150_seed_4012_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 04:23:15.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:23:33.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:23:33.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:33.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:24:50.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_6/index_7150_seed_4013_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 04:24:55.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:25:13.670 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:25:27.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.341 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 04:37:42.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:37:42.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:51.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_6/index_9896_seed_241_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 04:38:55.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:39:14.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:39:14.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:39:14.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:40:31.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_6/index_9896_seed_242_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 04:40:36.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:40:53.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:41:07.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.757 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 04:52:24.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:52:24.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:34.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_6/index_6276_seed_23876_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 04:53:38.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:53:56.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:53:56.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:56.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:18.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_6/index_6276_seed_23877_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 04:55:21.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:55:40.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:55:48.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 05:07:10.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:07:10.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:19.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_6/index_511_seed_31058_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 05:08:25.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:08:44.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:08:44.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:44.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:09:59.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_6/index_511_seed_31059_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 05:10:04.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:10:23.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:10:32.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 05:22:01.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:22:01.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:10.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_6/index_773_seed_6239_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 05:23:16.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:23:41.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:23:41.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:41.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:24:51.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_6/index_773_seed_6240_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 05:24:57.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:25:20.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:25:25.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 05:36:45.251 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:36:45.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:54.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_6/index_3332_seed_8325_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 05:37:59.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:38:20.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:38:20.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:38:20.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:39:37.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_6/index_3332_seed_8326_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 05:39:40.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:39:59.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:40:12.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 05:51:27.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:51:27.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:35.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_6/index_6294_seed_30556_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 05:52:38.809 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:52:57.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:52:57.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:57.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:16.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_6/index_6294_seed_30557_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 05:54:19.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:54:38.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:54:52.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 06:06:15.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:06:15.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:22.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_6/index_5013_seed_32871_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 06:07:26.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:07:45.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:07:45.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:45.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:08.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_6/index_5013_seed_32872_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 06:09:11.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:09:30.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:09:43.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 06:21:04.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:21:04.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:05.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:12.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_6/index_3662_seed_17668_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 06:22:17.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:22:37.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:22:37.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:37.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:23:52.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_6/index_3662_seed_17669_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 06:23:57.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:24:18.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:24:27.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 06:35:45.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:35:45.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:46.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:53.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_6/index_2529_seed_16087_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 06:36:57.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:37:16.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:37:16.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:37:16.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:38:33.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_6/index_2529_seed_16088_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 06:38:38.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:39:01.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:39:07.206 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:39:08.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:32.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 06:50:33.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:50:33.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:42.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_6/index_9415_seed_19876_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 06:51:48.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:52:10.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:52:10.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:52:10.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:53:24.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_6/index_9415_seed_19877_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 06:53:33.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:53:58.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:54:01.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:17.946 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 07:06:23.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:06:23.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:36.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_6/index_7465_seed_30695_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 07:07:40.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:08:04.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:08:04.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:08:04.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:21.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_6/index_7465_seed_30696_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 07:09:25.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:09:47.664 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:09:55.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:21.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 07:21:22.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:21:22.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:30.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_6/index_2159_seed_3488_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 07:22:37.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:22:58.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:22:58.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:58.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:12.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_6/index_2159_seed_3489_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 07:24:19.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:24:42.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:24:48.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.422 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 07:36:08.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:36:08.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:17.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_6/index_5733_seed_30410_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 07:37:22.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:37:43.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:37:43.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:43.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:38:58.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_6/index_5733_seed_30411_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 07:39:04.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:39:25.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:39:33.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.500 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 07:50:52.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:50:52.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:52:01.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_6/index_4856_seed_15265_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 07:52:05.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:52:25.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:52:25.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:52:25.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:53:45.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_6/index_4856_seed_15266_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 07:53:51.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:54:12.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:54:22.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 08:05:42.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:05:42.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:49.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_6/index_4610_seed_9214_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 08:06:55.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:07:14.183 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:07:14.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:07:14.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:08:28.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_6/index_4610_seed_9215_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 08:08:32.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:08:52.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:09:03.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 08:20:24.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:20:24.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:32.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_6/index_9062_seed_14566_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 08:21:38.007 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:21:58.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:21:58.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:58.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:13.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_6/index_9062_seed_14567_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 08:23:19.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:23:44.213 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:23:46.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 08:35:06.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:35:07.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:07.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:14.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_6/index_5111_seed_22368_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 08:36:19.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:36:39.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:36:39.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:39.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:37:58.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_6/index_5111_seed_22369_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 08:38:02.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:38:22.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:38:32.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 08:50:00.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:50:00.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:08.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_6/index_846_seed_23254_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 08:51:11.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:51:31.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:51:31.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:31.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:52:48.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_6/index_846_seed_23255_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 08:52:52.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:53:16.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:53:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 09:04:47.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:04:47.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:48.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:55.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_6/index_1185_seed_24315_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 09:05:59.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:06:21.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:06:21.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:06:21.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:07:38.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_6/index_1185_seed_24316_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 09:07:42.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:08:03.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:08:13.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 09:19:31.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:19:31.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:32.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:40.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_6/index_3106_seed_10063_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 09:20:48.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:21:09.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:21:09.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:21:09.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:22:24.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_6/index_3106_seed_10064_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 09:22:27.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:22:47.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:23:01.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:09.683 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 09:35:14.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:35:14.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:25.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_6/index_3324_seed_6707_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 09:36:31.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:36:52.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:36:52.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:52.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:12.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_6/index_3324_seed_6708_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 09:38:17.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:38:36.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:38:48.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 09:50:10.922 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:50:11.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:19.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_6/index_1961_seed_8607_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 09:51:26.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:51:47.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:51:47.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:47.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:00.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_6/index_1961_seed_8608_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 09:53:07.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:53:29.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:53:37.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 10:05:03.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:05:03.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:12.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_6/index_5843_seed_2020_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 10:06:18.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:06:39.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:06:39.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:39.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:07:57.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_6/index_5843_seed_2021_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 10:08:01.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:08:21.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:08:31.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.863 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 10:19:49.746 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:19:49.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:58.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_6/index_6544_seed_25754_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 10:21:02.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:21:22.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:21:22.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:21:22.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:22:44.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_6/index_6544_seed_25755_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 10:22:51.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:23:12.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:23:15.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:23:17.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 10:34:38.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:34:38.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:46.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_6/index_9052_seed_10600_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 10:35:51.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:36:09.876 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:36:09.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:36:09.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:37:29.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_6/index_9052_seed_10601_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 10:37:35.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:37:56.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:38:04.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:38:05.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:26.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 10:49:27.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:49:27.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:37.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_6/index_744_seed_1537_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 10:50:43.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:51:03.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:51:03.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:51:03.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:20.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_6/index_744_seed_1538_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 10:52:25.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:52:44.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:52:53.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.503 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 11:04:14.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:04:14.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:14.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:23.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_6/index_3146_seed_14650_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 11:05:28.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:05:47.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:05:47.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:47.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:10.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_6/index_3146_seed_14651_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 11:07:16.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:07:38.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:07:44.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 11:19:03.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:19:03.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:04.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:11.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_6/index_2275_seed_32831_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 11:20:15.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:20:35.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:20:35.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:35.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:21:55.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_6/index_2275_seed_32832_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 11:21:59.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:22:23.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:22:29.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 11:33:53.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:33:53.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:04.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_6/index_8701_seed_16831_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 11:35:11.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:35:33.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:35:33.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:33.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:36:45.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_6/index_8701_seed_16832_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 11:36:48.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:37:08.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:37:21.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 11:48:46.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:48:46.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:55.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_6/index_1350_seed_9347_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 11:49:59.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:50:27.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:50:27.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:50:27.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:51:36.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_6/index_1350_seed_9348_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 11:51:40.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:52:02.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:52:09.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:22.590 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 12:04:30.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:04:30.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:42.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_6/index_5899_seed_17584_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 12:05:47.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:06:05.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:06:05.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:06:05.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:24.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_6/index_5899_seed_17585_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 12:07:29.809 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:07:47.981 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:08:00.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 12:19:22.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:19:22.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:30.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_6/index_8653_seed_10897_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 12:20:37.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:20:57.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:20:57.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:57.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:14.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_6/index_8653_seed_10898_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 12:22:19.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:22:38.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:22:50.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 12:34:12.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:34:12.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:20.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_6/index_3063_seed_31368_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 12:35:25.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:35:46.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:35:46.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:46.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:36:59.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_6/index_3063_seed_31369_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 12:37:06.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:37:27.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:37:35.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.887 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 12:49:00.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:49:00.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:09.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_6/index_3958_seed_1160_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 12:50:13.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:50:32.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:50:32.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:32.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:51:48.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_6/index_3958_seed_1161_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 12:51:54.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:52:12.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:52:24.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 13:03:44.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:03:44.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:52.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_6/index_3510_seed_30296_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 13:04:56.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:05:15.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:05:15.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:05:15.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:06:38.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_6/index_3510_seed_30297_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 13:06:42.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:07:02.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:07:14.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 13:18:34.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:18:34.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:43.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_6/index_2022_seed_10217_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 13:19:47.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:20:07.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:20:07.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:20:07.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:21:28.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_6/index_2022_seed_10218_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 13:21:32.633 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:21:52.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:22:07.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.866 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 13:33:28.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:33:28.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:29.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:37.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_6/index_7052_seed_31561_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 13:34:44.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:35:04.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:35:04.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:35:04.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:20.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_6/index_7052_seed_31562_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 13:36:26.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:36:46.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:36:52.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 13:48:12.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:48:12.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:20.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_6/index_8250_seed_24058_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 13:49:26.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:49:46.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:49:46.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:46.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:02.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_6/index_8250_seed_24059_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 13:51:07.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:51:28.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:51:37.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 14:03:00.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:03:00.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:10.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_6/index_443_seed_23495_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 14:04:13.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:04:33.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:04:33.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:33.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:05:50.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_6/index_443_seed_23496_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 14:05:54.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:06:12.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:06:23.340 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:06:24.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 14:17:49.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:17:49.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:50.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:58.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_6/index_1357_seed_13449_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 14:19:02.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:19:23.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:19:23.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:19:23.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:20:37.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_6/index_1357_seed_13450_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 14:20:44.251 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:21:03.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:21:13.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.119 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:22.834 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 14:33:26.569 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:33:26.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:36.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_6/index_3973_seed_27956_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 14:34:41.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:35:00.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:35:00.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:35:00.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:19.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_6/index_3973_seed_27957_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 14:36:26.730 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:36:47.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:36:53.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.387 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 14:48:16.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:48:16.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:27.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_6/index_7556_seed_27043_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 14:49:33.125 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:49:52.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:49:52.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:52.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:11.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_6/index_7556_seed_27044_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 14:51:16.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:51:35.857 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:51:47.410 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:51:48.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 15:03:11.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:03:11.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:21.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_6/index_8579_seed_8903_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 15:04:26.567 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:04:44.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:04:44.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:44.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:01.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_6/index_8579_seed_8904_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 15:06:07.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:06:27.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:06:36.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 15:18:01.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:18:01.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:11.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_6/index_5643_seed_19982_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 15:19:16.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:19:35.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:19:35.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:35.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:20:53.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_6/index_5643_seed_19983_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 15:21:00.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:21:21.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:21:28.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 15:32:52.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:32:53.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:53.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:34:02.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_6/index_5653_seed_15348_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 15:34:06.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:34:25.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:34:25.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:34:25.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:35:46.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_6/index_5653_seed_15349_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 15:35:52.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:36:12.162 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:36:20.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 15:47:43.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:47:43.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:52.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_6/index_4210_seed_11238_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 15:48:57.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:49:20.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:49:20.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:49:20.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:50:32.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_6/index_4210_seed_11239_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 15:50:37.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:50:56.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:51:06.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 16:02:30.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:02:30.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:39.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_6/index_504_seed_20305_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 16:03:43.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:04:01.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:04:02.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:04:02.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:23.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_6/index_504_seed_20306_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 16:05:27.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:05:46.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:05:58.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 16:17:19.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:17:19.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:20.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:30.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_6/index_6729_seed_2085_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 16:18:35.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:18:59.259 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:18:59.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:59.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:16.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_6/index_6729_seed_2086_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 16:20:21.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:20:45.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:20:51.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 16:32:12.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:32:12.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:20.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_6/index_8179_seed_27128_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 16:33:23.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:33:40.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:33:40.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:40.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:34:59.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_6/index_8179_seed_27129_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 16:35:03.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:35:20.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:35:36.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 16:46:55.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:46:55.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:56.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:04.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_6/index_7044_seed_25565_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 16:48:09.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:48:25.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:48:25.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:25.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:49:46.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_6/index_7044_seed_25566_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 16:49:50.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:50:07.523 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:50:19.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:39.131 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 17:02:47.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:02:47.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:56.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_6/index_1563_seed_20683_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 17:04:01.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:04:17.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:04:17.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:04:17.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:05:41.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_6/index_1563_seed_20684_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 17:05:45.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:06:01.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:06:13.687 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:06:14.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 17:17:35.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:17:35.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:43.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_6/index_8210_seed_6562_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 17:18:47.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:19:04.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:19:04.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:19:04.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:20:25.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_6/index_8210_seed_6563_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 17:20:29.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:20:46.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:21:02.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.990 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 17:32:22.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:32:22.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:32.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_6/index_7031_seed_3569_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 17:33:35.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:33:52.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:33:52.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:52.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:18.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_6/index_7031_seed_3570_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 17:35:23.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:35:39.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:35:53.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 17:47:17.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:47:17.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:24.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_6/index_3519_seed_6356_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 17:48:28.552 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:48:45.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:48:45.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:45.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:10.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_6/index_3519_seed_6357_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 17:50:13.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:50:29.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:50:45.838 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:50:46.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 18:02:10.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:02:10.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:11.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:20.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_6/index_8066_seed_8255_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 18:03:24.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:03:42.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:03:42.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:42.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:01.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_6/index_8066_seed_8256_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 18:05:04.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:05:22.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:05:37.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 18:17:12.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:17:12.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:21.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_6/index_3152_seed_15750_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 18:18:27.589 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:18:48.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:18:48.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:48.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:05.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_6/index_3152_seed_15751_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 18:20:11.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:20:33.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:20:39.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 18:32:17.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:32:17.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:29.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_6/index_9675_seed_11507_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 18:33:35.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:33:55.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:33:55.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:55.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:11.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_6/index_9675_seed_11508_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 18:35:18.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:35:41.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:35:45.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.922 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 18:47:14.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:47:14.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:25.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_6/index_1254_seed_32195_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 18:48:31.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:48:53.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:48:53.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:53.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:11.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_6/index_1254_seed_32196_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 18:50:18.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:50:40.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:50:46.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 19:02:13.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:02:13.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:22.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_6/index_2843_seed_5001_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 19:03:27.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:03:48.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:03:48.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:48.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:12.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_6/index_2843_seed_5002_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 19:05:17.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:05:41.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:05:49.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 19:17:16.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:17:16.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:17.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:26.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_6/index_6955_seed_19658_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 19:18:33.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:19:01.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:19:01.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:19:01.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:12.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_6/index_6955_seed_19659_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 19:20:17.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:20:40.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:20:48.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:20:49.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:07.705 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 23:08:13.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:23.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_6/index_6339_seed_7677_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 23:09:28.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:09:55.523 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:55.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:55.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:13.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_6/index_6339_seed_7678_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 23:11:18.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:11:43.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:55.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 23:23:42.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:51.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_6/index_7173_seed_22520_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 23:24:58.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:25:29.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:29.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:29.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:26:41.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_6/index_7173_seed_22521_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 23:26:46.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:27:13.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:18.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.947 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:03.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 23:39:04.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:14.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_6/index_2376_seed_23527_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 23:40:22.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:40:48.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:48.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:48.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:00.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_6/index_2376_seed_23528_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 23:42:06.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:42:33.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:38.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:26.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-13 23:54:27.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:39.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_6/index_9395_seed_9105_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-13 23:55:44.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:56:10.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:56:10.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:56:10.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:57:27.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_6/index_9395_seed_9106_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-13 23:57:35.601 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:58:01.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:06.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 00:09:49.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:11:00.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_6/index_9439_seed_31599_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 00:11:07.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:11:36.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:36.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:36.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:12:49.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_6/index_9439_seed_31600_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 00:12:56.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:13:22.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:25.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.790 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 00:25:10.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:23.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_6/index_7611_seed_32412_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 00:26:29.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:26:54.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:54.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:54.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:07.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_6/index_7611_seed_32413_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 00:28:14.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:28:40.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:42.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 00:40:19.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:20.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:20.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:29.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_6/index_6148_seed_29968_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 00:41:34.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:42:02.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:42:02.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:42:02.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:13.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_6/index_6148_seed_29969_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 00:43:20.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:43:44.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:51.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.119 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.617 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 00:55:24.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:25.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:35.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_6/index_166_seed_19416_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 00:56:41.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:57:07.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:57:07.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:57:07.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:18.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_6/index_166_seed_19417_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 00:58:22.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:58:51.061 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:54.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 01:10:35.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:49.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_6/index_8646_seed_8041_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 01:11:56.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:12:23.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:23.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:23.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:13:32.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_6/index_8646_seed_8042_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 01:13:39.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:14:01.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:10.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 01:25:44.134 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:55.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_6/index_4799_seed_7923_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 01:27:01.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:27:27.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:27.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:27.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:28:39.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_6/index_4799_seed_7924_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 01:28:47.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:29:12.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:19.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:53.982 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 01:41:57.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:09.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_6/index_5595_seed_3660_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 01:43:16.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:43:43.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:43.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:43.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:44:59.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_6/index_5595_seed_3661_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 01:45:07.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:45:32.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:33.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 01:57:21.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:31.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_6/index_214_seed_11700_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 01:58:36.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:59:01.990 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:59:02.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:59:02.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:19.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_6/index_214_seed_11701_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 02:00:27.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:00:52.202 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:58.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 02:12:40.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:40.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:50.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_6/index_5372_seed_21863_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 02:13:57.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:14:20.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:21.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:21.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:15:36.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_6/index_5372_seed_21864_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 02:15:40.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:16:05.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:16.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 02:27:59.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:27:59.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:10.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_6/index_2557_seed_33177_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 02:29:17.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:29:43.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:43.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:43.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:30:56.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_6/index_2557_seed_33178_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 02:31:04.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:31:32.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:36.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 02:43:19.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:30.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_6/index_6913_seed_16864_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 02:44:35.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:45:02.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:45:02.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:45:02.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:17.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_6/index_6913_seed_16865_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 02:46:25.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:46:54.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:56.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 02:58:37.808 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:38.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:49.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_6/index_988_seed_15344_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 02:59:55.745 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:00:23.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:23.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:23.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:01:31.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_6/index_988_seed_15345_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 03:01:39.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:02:04.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:10.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 03:13:49.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:15:00.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_6/index_6496_seed_7879_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 03:15:06.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:15:33.031 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:33.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:33.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:16:47.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_6/index_6496_seed_7880_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 03:16:54.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:17:21.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:22.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 03:29:02.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:02.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:03.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:13.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_6/index_7743_seed_5837_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 03:30:20.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:30:46.040 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:46.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:46.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:31:59.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_6/index_7743_seed_5838_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 03:32:06.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:32:31.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:37.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 03:44:18.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:19.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:28.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_6/index_3792_seed_4172_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 03:45:34.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:46:01.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:46:01.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:46:01.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:16.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_6/index_3792_seed_4173_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 03:47:23.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:47:47.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:52.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 03:59:36.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:36.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_6/index_6731_seed_10063_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 04:00:52.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:01:19.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:19.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:19.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:02:28.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_6/index_6731_seed_10064_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 04:02:33.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:03:00.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:07.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:54.737 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 04:15:57.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:08.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_6/index_9560_seed_14658_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 04:17:15.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:17:41.209 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:41.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:41.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:18:59.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_6/index_9560_seed_14659_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 04:19:05.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:19:32.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:37.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 04:31:23.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:35.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_6/index_5563_seed_24024_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 04:32:41.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:33:08.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:33:08.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:33:08.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:20.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_6/index_5563_seed_24025_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 04:34:25.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:34:50.605 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:57.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:41.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 04:46:42.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:54.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_6/index_2814_seed_13594_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 04:48:01.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:48:27.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:27.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:27.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:49:39.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_6/index_2814_seed_13595_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 04:49:44.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:50:11.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:15.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.966 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 05:01:52.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:03:01.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_6/index_488_seed_12202_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 05:03:08.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:03:34.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:34.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:34.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:04:44.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_6/index_488_seed_12203_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 05:04:54.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:05:18.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:22.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 05:17:06.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:17.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_6/index_4925_seed_25524_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 05:18:24.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:18:52.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:52.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:52.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:00.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_6/index_4925_seed_25525_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 05:20:04.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:20:28.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:39.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 05:32:11.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:12.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:19.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_6/index_4363_seed_21271_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 05:33:24.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:33:48.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:48.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:48.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:02.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_6/index_4363_seed_21272_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 05:35:09.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:35:34.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:38.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 05:47:14.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:22.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_6/index_1651_seed_11286_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 05:48:29.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:48:53.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:53.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:53.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:05.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_6/index_1651_seed_11287_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 05:50:12.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:50:36.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:41.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.631 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 06:02:17.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:25.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_6/index_1528_seed_25570_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 06:03:31.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:03:54.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:03:54.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:54.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:12.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_6/index_1528_seed_25571_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 06:05:18.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:05:42.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:48.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.682 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 06:17:21.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:30.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_6/index_4822_seed_14382_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 06:18:37.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:19:01.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:19:01.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:19:01.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:17.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_6/index_4822_seed_14383_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 06:20:24.809 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:20:52.211 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:57.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 06:32:29.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:37.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_6/index_326_seed_21189_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 06:33:43.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:34:09.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:34:09.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:34:09.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_6/index_326_seed_21190_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 06:35:28.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:35:50.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:57.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:27.013 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 06:48:30.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:40.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_6/index_5043_seed_13472_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 06:49:47.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:50:10.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:10.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:10.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:51:30.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_6/index_5043_seed_13473_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 06:51:36.500 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:52:01.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:06.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 07:03:44.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:45.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:54.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_6/index_4870_seed_17363_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 07:05:01.902 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:05:25.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:25.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:25.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:06:33.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_6/index_4870_seed_17364_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 07:06:38.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:07:02.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:09.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 07:18:33.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:41.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_6/index_227_seed_2423_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 07:19:47.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:20:07.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:07.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:07.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:22.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_6/index_227_seed_2424_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 07:21:29.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:21:53.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:58.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 07:33:22.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:29.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_6/index_816_seed_638_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 07:34:35.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:34:55.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:34:55.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:55.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:13.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_6/index_816_seed_639_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 07:36:18.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:36:38.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:49.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 07:48:21.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:21.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:28.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_6/index_4824_seed_9838_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 07:49:33.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:49:53.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:53.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:53.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:12.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_6/index_4824_seed_9839_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 07:51:16.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:51:38.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:48.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 08:03:16.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:17.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:26.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_6/index_2110_seed_17452_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 08:04:30.387 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:04:53.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:04:53.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:53.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:10.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_6/index_2110_seed_17453_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 08:06:17.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:06:40.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:47.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 08:18:15.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:22.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_6/index_8206_seed_19902_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 08:19:28.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:19:51.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:51.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:51.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:08.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_6/index_8206_seed_19903_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 08:21:13.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:21:36.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:48.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.620 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 08:33:17.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:17.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:25.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_6/index_5631_seed_27289_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 08:34:32.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:34:55.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:34:55.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:55.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:13.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_6/index_5631_seed_27290_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 08:36:17.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:36:38.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:48.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:06.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 08:48:24.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:31.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_6/index_8167_seed_9189_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 08:49:38.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:50:00.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:50:00.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:50:00.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:19.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_6/index_8167_seed_9190_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 08:51:26.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:51:50.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:53.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 09:03:25.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:33.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_6/index_3007_seed_23683_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 09:04:40.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:04:58.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:04:58.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:58.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:18.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_6/index_3007_seed_23684_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 09:06:23.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:06:45.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:54.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.902 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 09:19:29.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:38.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_6/index_7988_seed_27710_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 09:20:44.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:21:04.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:21:04.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:21:04.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:22:22.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_6/index_7988_seed_27711_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 09:22:27.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:22:47.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:02.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 09:34:33.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:40.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_6/index_3905_seed_15426_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 09:35:44.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:36:05.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:05.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:05.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:37:23.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_6/index_3905_seed_15427_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 09:37:27.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:37:48.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:03.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 09:49:32.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:32.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:33.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:40.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_6/index_6226_seed_10444_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 09:50:47.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:51:08.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:08.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:08.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:52:24.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_6/index_6226_seed_10445_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 09:52:28.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:52:46.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:01.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 10:04:32.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:38.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_6/index_2232_seed_11696_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 10:05:45.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:06:05.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:05.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:05.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:07:24.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_6/index_2232_seed_11697_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 10:07:28.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:07:49.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:02.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 10:19:29.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:38.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_6/index_4279_seed_9975_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 10:20:41.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:20:59.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:20:59.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:59.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:22:23.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_6/index_4279_seed_9976_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 10:22:28.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:22:46.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:03.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 10:34:35.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:42.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_6/index_2721_seed_15667_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 10:35:46.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:36:04.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:04.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:04.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:37:25.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_6/index_2721_seed_15668_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 10:37:28.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:37:46.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:03.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 10:49:32.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:41.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_6/index_5776_seed_12894_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 10:50:44.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:51:02.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:02.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:02.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:52:22.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_6/index_5776_seed_12895_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 10:52:25.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:52:43.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:01.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 11:04:32.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:38.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_6/index_5281_seed_3306_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 11:05:43.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:06:01.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:01.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:01.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:21.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_6/index_5281_seed_3307_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 11:07:25.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:07:43.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:57.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 11:19:23.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:30.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_6/index_8981_seed_32855_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 11:20:35.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:20:54.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:20:54.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:54.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:13.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_6/index_8981_seed_32856_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 11:22:17.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:22:35.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:49.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 11:34:20.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:26.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_6/index_2435_seed_18928_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 11:35:32.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:35:50.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:35:50.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:50.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:10.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_6/index_2435_seed_18929_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 11:37:14.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:37:32.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:47.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.815 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 11:50:14.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:22.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_6/index_5857_seed_1373_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 11:51:25.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:51:43.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:43.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:43.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:06.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_6/index_5857_seed_1374_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 11:53:11.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:53:30.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:41.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 12:05:05.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:14.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_6/index_7596_seed_25677_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 12:06:18.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:06:36.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:36.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:36.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:07:57.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_6/index_7596_seed_25678_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 12:08:00.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:08:19.155 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:34.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 12:20:00.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:07.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_6/index_899_seed_8609_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 12:21:11.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:21:33.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:33.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:33.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:22:50.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_6/index_899_seed_8610_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 12:22:56.496 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:23:16.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:22.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 12:34:53.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:36:00.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_6/index_5840_seed_17478_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 12:36:03.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:36:22.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:22.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:22.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:37:41.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_6/index_5840_seed_17479_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 12:37:46.602 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:38:04.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:18.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 12:49:48.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:54.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_6/index_5057_seed_29225_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 12:50:58.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:51:17.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:17.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:17.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:52:35.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_6/index_5057_seed_29226_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 12:52:39.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:52:56.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:12.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 13:04:35.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:41.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_6/index_3583_seed_14049_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 13:05:46.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:06:03.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:03.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:03.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:22.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_6/index_3583_seed_14050_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 13:07:26.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:07:44.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:08:00.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 13:19:21.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:22.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:28.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_6/index_41_seed_8558_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 13:20:33.259 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:20:51.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:20:51.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:51.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:10.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_6/index_41_seed_8559_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 13:22:15.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:22:32.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:47.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.387 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 13:34:18.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:25.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_6/index_8999_seed_19585_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 13:35:28.257 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:35:47.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:47.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:47.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:09.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_6/index_8999_seed_19586_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 13:37:16.067 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:37:35.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:50.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.118 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 13:49:22.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:28.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_6/index_6311_seed_6541_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 13:50:32.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:50:52.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:50:52.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:52.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:14.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_6/index_6311_seed_6542_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 13:52:19.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:52:38.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:50.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 14:04:23.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:23.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:30.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_6/index_8853_seed_32705_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 14:05:36.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:05:56.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:05:56.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:56.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:14.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_6/index_8853_seed_32706_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 14:07:18.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:07:36.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:49.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:11.164 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 14:20:16.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:25.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_6/index_3107_seed_8018_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 14:21:30.527 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:21:47.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:21:47.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:47.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:09.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_6/index_3107_seed_8019_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 14:23:13.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:23:31.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:43.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 14:35:11.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:17.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_6/index_5837_seed_12355_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 14:36:22.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:36:39.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:39.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:39.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:37:58.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_6/index_5837_seed_12356_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 14:38:03.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:38:20.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:37.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 14:50:06.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:06.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:12.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_6/index_5656_seed_17855_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 14:51:17.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:51:35.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:35.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:35.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:52:56.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_6/index_5656_seed_17856_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 14:53:00.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:53:19.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:33.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 15:04:59.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:05:00.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:06.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_6/index_8385_seed_6503_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 15:06:10.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:06:27.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:27.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:27.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:07:48.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_6/index_8385_seed_6504_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 15:07:51.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:08:09.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:28.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 15:20:03.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:09.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_6/index_7174_seed_19678_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 15:21:12.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:21:30.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:30.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:30.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:22:55.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_6/index_7174_seed_19679_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 15:22:58.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:23:18.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:31.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 15:35:01.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:07.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_6/index_9009_seed_15532_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 15:36:10.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:36:28.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:28.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:28.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:37:46.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_6/index_9009_seed_15533_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 15:37:51.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:38:09.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:21.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 15:49:48.855 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:48.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:54.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_6/index_4999_seed_12980_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 15:50:59.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:51:18.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:18.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:18.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:52:39.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_6/index_4999_seed_12981_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 15:52:44.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:53:01.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:15.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 16:04:39.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:47.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_6/index_4636_seed_3708_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 16:05:51.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:06:09.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:09.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:09.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:07:27.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_6/index_4636_seed_3709_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 16:07:30.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:07:48.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:05.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 16:19:33.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:40.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_6/index_2521_seed_30428_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 16:20:45.825 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:21:02.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:02.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:02.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:22:29.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_6/index_2521_seed_30429_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 16:22:33.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:22:51.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:05.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.31s (2.11min) +2026-05-14 16:25:12.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 16:34:33.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:43.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_6/index_9575_seed_10915_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 16:35:46.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:36:04.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:04.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:04.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:37:28.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_6/index_9575_seed_10916_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 16:37:33.257 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:37:50.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:04.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:23.013 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 16:50:28.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:36.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_6/index_7679_seed_30336_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 16:51:40.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:51:58.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:51:58.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:58.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:20.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_6/index_7679_seed_30337_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 16:53:25.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:53:43.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:56.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 17:05:21.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:27.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_6/index_4592_seed_31490_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 17:06:31.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:06:49.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:06:49.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:49.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:11.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_6/index_4592_seed_31491_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 17:08:16.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:08:34.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:48.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 17:20:17.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:18.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:24.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_6/index_672_seed_32289_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 17:21:29.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:21:47.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:47.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:47.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:11.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_6/index_672_seed_32290_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 17:23:15.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:23:32.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:49.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 17:35:19.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:25.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_6/index_4789_seed_12056_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 17:36:30.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:36:48.298 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:36:48.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:48.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:13.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_6/index_4789_seed_12057_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 17:38:16.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:38:34.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:55.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 17:50:23.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:30.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_6/index_5743_seed_29068_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 17:51:33.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:51:50.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:51:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:13.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_6/index_5743_seed_29069_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 17:53:18.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:53:35.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:50.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 18:05:24.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:24.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:32.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_6/index_4852_seed_15132_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 18:06:36.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:06:54.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:06:54.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:54.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:15.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_6/index_4852_seed_15133_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 18:08:18.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:08:35.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:51.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 18:20:20.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:28.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_6/index_4828_seed_3655_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 18:21:35.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:21:57.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:21:57.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:57.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:13.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_6/index_4828_seed_3656_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 18:23:16.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:23:37.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:50.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:20.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 18:35:21.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:27.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_6/index_9168_seed_2352_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 18:36:31.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:36:51.611 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:36:51.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:51.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:12.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_6/index_9168_seed_2353_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 18:38:15.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:38:35.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:47.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 18:50:16.624 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:24.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_6/index_5407_seed_10306_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 18:51:31.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:51:53.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:51:53.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:53.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:11.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_6/index_5407_seed_10307_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 18:53:17.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:53:40.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:48.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 19:05:19.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:27.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_6/index_1922_seed_14051_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 19:06:32.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:06:55.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:06:55.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:55.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:12.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_6/index_1922_seed_14052_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 19:08:16.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:08:39.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:50.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:22.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:21.467 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 19:21:25.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:33.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_6/index_5191_seed_17478_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 19:22:38.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:23:04.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:23:04.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:23:04.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:19.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_6/index_5191_seed_17479_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 19:24:23.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:24:49.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:55.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.763 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 19:36:30.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:37.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_6/index_6694_seed_24377_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 19:37:42.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:38:09.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:38:09.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:38:09.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:22.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_6/index_6694_seed_24378_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 19:39:27.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:39:51.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:59.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 19:51:35.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:44.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_6/index_5155_seed_781_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 19:52:49.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:53:14.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:14.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:14.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:54:27.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_6/index_5155_seed_782_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 19:54:35.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:55:00.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:06.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:36.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 20:06:37.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:45.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_6/index_4316_seed_4580_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 20:07:52.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:08:18.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:18.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:18.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:09:31.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_6/index_4316_seed_4581_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 20:09:36.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:10:02.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:08.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 20:21:40.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:48.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_6/index_3299_seed_10275_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 20:22:53.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:23:18.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:18.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:18.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:24:32.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_6/index_3299_seed_10276_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 20:24:39.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:25:05.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:08.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 20:36:39.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:40.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:50.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_6/index_1940_seed_11316_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 20:37:57.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:38:28.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:28.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:28.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:39:37.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_6/index_1940_seed_11317_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 20:39:44.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:40:12.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:15.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.92s (2.15min) +2026-05-14 20:42:25.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 20:51:51.702 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:51.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:53:00.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_6/index_1951_seed_24472_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 20:53:06.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:53:28.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:28.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:28.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:54:44.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_6/index_1951_seed_24473_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 20:54:51.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:55:13.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:20.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.748 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 21:06:50.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:57.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_6/index_6661_seed_27843_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 21:08:02.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:08:19.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:19.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:19.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:09:43.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_6/index_6661_seed_27844_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 21:09:47.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:10:04.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:19.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 21:21:45.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:55.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_6/index_9281_seed_9370_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 21:23:02.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:23:30.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:30.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:30.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:24:44.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_6/index_9281_seed_9371_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 21:24:52.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:25:19.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:25.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 21:37:19.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:20.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:29.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_6/index_5124_seed_26960_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 21:38:35.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:39:04.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:39:04.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:39:04.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:22.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_6/index_5124_seed_26961_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 21:40:27.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:40:55.947 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:41:01.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:53.530 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 21:53:56.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:07.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_6/index_3623_seed_29558_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 21:55:15.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:55:42.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:42.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:42.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:02.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_6/index_3623_seed_29559_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 21:57:09.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:57:36.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:39.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 22:09:37.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:47.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_6/index_9893_seed_28147_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 22:10:55.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:11:26.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:26.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:26.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:12:38.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_6/index_9893_seed_28148_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 22:12:44.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:13:13.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:17.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.891 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 22:25:14.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:26.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_6/index_8176_seed_16086_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 22:26:34.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:27:06.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:27:06.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:27:06.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:17.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_6/index_8176_seed_16087_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 22:28:24.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:28:52.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:56.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 22:40:48.345 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:42:01.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_6/index_1440_seed_11519_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 22:42:09.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:42:36.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:36.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:36.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:43:48.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_6/index_1440_seed_11520_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 22:43:55.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:44:24.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:28.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:15.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 22:56:16.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:29.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_6/index_2968_seed_14793_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 22:57:38.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:58:04.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:58:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:58:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:17.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_6/index_2968_seed_14794_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 22:59:23.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:59:52.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:54.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:45.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 23:11:46.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:59.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_6/index_6507_seed_10108_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 23:13:07.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:13:35.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:35.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:35.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:14:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_6/index_6507_seed_10109_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 23:14:58.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:15:28.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.663 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:33.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 23:27:19.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:29.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_6/index_1351_seed_13213_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 23:28:36.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:29:02.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:29:02.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:29:02.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:30:22.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_6/index_1351_seed_13214_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 23:30:29.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:30:56.698 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:07.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.782 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 23:42:57.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:58.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:11.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_6/index_6275_seed_20436_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 23:44:16.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:44:43.196 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:43.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:43.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:00.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_6/index_6275_seed_20437_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-14 23:46:05.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:46:33.922 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:39.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-14 23:58:33.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:45.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_6/index_4648_seed_6090_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-14 23:59:51.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:00:19.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:19.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:19.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:01:29.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_6/index_4648_seed_6091_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 00:01:37.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:02:05.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:07.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 00:13:54.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:06.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_6/index_1117_seed_28116_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 00:15:13.620 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:15:39.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:39.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:39.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:16:56.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_6/index_1117_seed_28117_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 00:17:04.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:17:33.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:35.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:53.662 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 04:07:00.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:00.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:12.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_6/index_4826_seed_21782_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 04:08:20.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:08:47.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:47.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:47.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:01.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_6/index_4826_seed_21783_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 04:10:08.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:10:36.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:41.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 04:22:35.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:35.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:36.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:46.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_6/index_2606_seed_31748_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 04:23:55.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:24:23.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:23.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:23.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:25:34.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_6/index_2606_seed_31749_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 04:25:46.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:26:16.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:19.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.316 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.047 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 04:38:14.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:15.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:28.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_6/index_2844_seed_21427_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 04:39:36.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:40:09.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:40:09.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:40:09.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:41:23.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_6/index_2844_seed_21428_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 04:41:28.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:41:56.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:03.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.960 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 04:53:59.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:12.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_6/index_8213_seed_3337_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 04:55:20.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:55:53.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:53.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:53.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:04.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_6/index_8213_seed_3338_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 04:57:12.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:57:39.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:41.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 05:09:30.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:40.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_6/index_2278_seed_8011_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 05:10:46.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:11:14.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:14.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:14.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:12:30.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_6/index_2278_seed_8012_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 05:12:35.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:13:10.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:12.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 05:25:02.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:14.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_6/index_3188_seed_11611_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 05:26:22.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:26:53.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:53.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:53.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:07.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_6/index_3188_seed_11612_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 05:28:14.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:28:42.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:44.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 05:40:35.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:49.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_6/index_2700_seed_18177_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 05:41:56.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:42:23.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:23.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:23.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:43:39.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_6/index_2700_seed_18178_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 05:43:47.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:44:15.482 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:18.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:12.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 05:56:13.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:26.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_6/index_9424_seed_16412_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 05:57:31.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:57:58.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:57:58.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:58.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:16.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_6/index_9424_seed_16413_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 05:59:21.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:59:50.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:57.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 06:11:54.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:06.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_6/index_2362_seed_6557_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 06:13:11.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:13:40.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:40.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:40.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:14:54.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_6/index_2362_seed_6558_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 06:14:59.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:15:30.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:32.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.891 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 06:27:30.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:41.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_6/index_2979_seed_17981_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 06:28:49.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:29:17.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:17.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:17.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:30:27.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_6/index_2979_seed_17982_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 06:30:35.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:31:01.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:07.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:56.738 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 06:43:59.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:13.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_6/index_729_seed_9233_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 06:45:20.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:45:47.028 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:47.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:47.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:02.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_6/index_729_seed_9234_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 06:47:08.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:47:36.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:41.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.418 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 06:59:28.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:29.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:41.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_6/index_7808_seed_14579_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 07:00:49.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:01:20.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:20.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:20.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:02:33.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_6/index_7808_seed_14580_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 07:02:41.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:03:08.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.683 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:13.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 07:15:03.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:03.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:15.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_6/index_2868_seed_4068_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 07:16:23.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:16:51.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:51.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:51.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:02.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_6/index_2868_seed_4069_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 07:18:10.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:18:37.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:41.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 07:30:35.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:45.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_6/index_5174_seed_18202_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 07:31:53.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:32:20.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:20.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:20.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:33:29.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_6/index_5174_seed_18203_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 07:33:37.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:34:07.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:10.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.923 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 07:45:59.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:46:00.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:12.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_6/index_3952_seed_25851_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 07:47:20.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:47:47.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:47.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:47.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:02.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_6/index_3952_seed_25852_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 07:49:09.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:49:40.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:44.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 08:01:41.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:42.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:52.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_6/index_5694_seed_31977_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 08:02:58.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:03:27.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:27.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:27.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:04:41.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_6/index_5694_seed_31978_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 08:04:49.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:05:16.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:18.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.544 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 08:17:05.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:05.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:15.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_6/index_9835_seed_11073_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 08:18:21.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:18:48.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:48.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:48.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:03.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_6/index_9835_seed_11074_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 08:20:10.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:20:38.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:48.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 08:32:40.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:50.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_6/index_3915_seed_18237_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 08:33:56.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:34:23.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:23.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:23.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:35:40.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_6/index_3915_seed_18238_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 08:35:48.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:36:20.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:23.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.014 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:16.046 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 08:48:17.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:29.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_6/index_9628_seed_8909_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 08:49:36.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:50:09.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:50:09.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:50:09.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:51:25.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_6/index_9628_seed_8910_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 08:51:33.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:52:02.496 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.727 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:04.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 09:04:02.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:12.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_6/index_4137_seed_9233_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 09:05:18.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:05:46.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:46.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:46.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:01.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_6/index_4137_seed_9234_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 09:07:06.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:07:34.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:39.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:35.316 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 09:20:37.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:47.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_6/index_990_seed_14516_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 09:21:52.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:22:24.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:24.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:24.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:23:38.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_6/index_990_seed_14517_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 09:23:43.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:24:14.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:15.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.943 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 09:36:13.445 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:25.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_6/index_875_seed_10320_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 09:37:30.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:37:55.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:37:55.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:55.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:15.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_6/index_875_seed_10321_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 09:39:23.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:39:51.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:54.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 09:51:52.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:53:02.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_6/index_803_seed_7057_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 09:53:09.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:53:36.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:36.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:36.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:54:47.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_6/index_803_seed_7058_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 09:54:54.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:55:22.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:27.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 10:07:16.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:17.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:17.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:26.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_6/index_9092_seed_24570_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 10:08:34.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:09:07.028 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:09:07.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:09:07.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:19.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_6/index_9092_seed_24571_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 10:10:24.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:10:56.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:57.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.294 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 10:22:49.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:49.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:50.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:24:00.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_6/index_4786_seed_9677_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 10:24:07.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:24:34.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:34.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:34.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:25:47.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_6/index_4786_seed_9678_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 10:25:52.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:26:18.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:27.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.410 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 10:38:19.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:29.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_6/index_6139_seed_31207_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 10:39:36.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:40:01.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:40:01.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:40:01.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:15.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_6/index_6139_seed_31208_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 10:41:21.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:41:49.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:54.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 10:53:43.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:43.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:52.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_6/index_4919_seed_22254_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 10:54:57.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:55:25.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:25.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:25.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:56:40.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_6/index_4919_seed_22255_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 10:56:48.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:57:15.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:16.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:05.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 11:09:06.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:19.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_6/index_5627_seed_6300_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 11:10:26.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:10:51.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:51.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:51.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:03.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_6/index_5627_seed_6301_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 11:12:09.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:12:34.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:44.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 11:24:35.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:45.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_6/index_5975_seed_29230_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 11:25:53.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:26:21.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:21.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:21.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:27:37.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_6/index_5975_seed_29231_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 11:27:43.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:28:15.664 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:19.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 11:40:15.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:26.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_6/index_1803_seed_23530_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 11:41:32.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:42:01.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:42:01.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:42:01.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:16.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_6/index_1803_seed_23531_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 11:43:21.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:43:49.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:55.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.053 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.851 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:56.131 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 11:56:58.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:10.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_6/index_6320_seed_1831_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 11:58:17.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:58:48.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:48.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:48.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:00.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_6/index_6320_seed_1832_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 12:00:06.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:00:35.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:37.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.945 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 12:12:27.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:39.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_6/index_3723_seed_23571_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 12:13:47.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:14:14.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:14:14.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:14:14.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:15:26.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_6/index_3723_seed_23572_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 12:15:32.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:16:01.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:04.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 12:27:52.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:05.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_6/index_9293_seed_24413_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 12:29:13.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:29:40.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:40.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:40.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:30:59.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_6/index_9293_seed_24414_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 12:31:07.593 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:31:33.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:38.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 12:43:28.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:37.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_6/index_7971_seed_2797_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 12:44:44.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:45:13.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:45:13.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:45:13.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:46:26.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_6/index_7971_seed_2798_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 12:46:31.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:47:00.098 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:05.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 12:58:57.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:08.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_6/index_2025_seed_33187_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 13:00:13.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:00:41.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:41.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:41.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:01:56.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_6/index_2025_seed_33188_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 13:02:02.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:02:31.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:37.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.704 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 13:14:27.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:27.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:38.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_6/index_4739_seed_17317_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 13:15:43.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:16:14.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:16:14.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:16:14.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:17:30.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_6/index_4739_seed_17318_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 13:17:35.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:18:03.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:09.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 13:30:00.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:01.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:14.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_6/index_8109_seed_26928_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 13:31:22.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:31:49.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:49.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:49.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:03.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_6/index_8109_seed_26929_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 13:33:11.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:33:40.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:45.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 13:45:40.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:52.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_6/index_3366_seed_28272_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 13:46:57.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:47:24.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:24.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:24.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:48:40.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_6/index_3366_seed_28273_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 13:48:46.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:49:14.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:17.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 14:01:15.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:15.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:27.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_6/index_286_seed_30334_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 14:02:32.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:03:00.350 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:03:00.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:03:00.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:04:24.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_6/index_286_seed_30335_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 14:04:32.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:05:01.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:03.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:53.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 14:16:54.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:05.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_6/index_1253_seed_18390_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 14:18:13.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:18:41.670 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:41.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:41.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:19:53.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_6/index_1253_seed_18391_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 14:20:01.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:20:29.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:36.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:22.980 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 14:33:25.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:38.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_6/index_8835_seed_33528_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 14:34:44.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:35:13.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:35:13.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:35:13.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:36:26.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_6/index_8835_seed_33529_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 14:36:34.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:37:02.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:05.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 14:48:49.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:49.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:50:00.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_6/index_9122_seed_12466_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 14:50:06.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:50:37.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:37.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:37.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:51:54.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_6/index_9122_seed_12467_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 14:52:02.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:52:29.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:37.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 15:04:29.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:30.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:30.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:39.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_6/index_3693_seed_760_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 15:05:45.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:06:12.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:06:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:06:12.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:07:29.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_6/index_3693_seed_761_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 15:07:34.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:08:03.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:08.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.792 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 15:19:58.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:59.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:09.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_6/index_3111_seed_4633_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 15:21:14.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:21:41.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:41.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:41.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:04.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_6/index_3111_seed_4634_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 15:23:09.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:23:37.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:46.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 15:35:41.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:52.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_6/index_3364_seed_26793_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 15:36:57.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:37:26.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:26.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:26.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:38:43.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_6/index_3364_seed_26794_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 15:38:51.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:39:19.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:25.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:12.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 15:51:13.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:25.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_6/index_1282_seed_28698_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 15:52:32.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:52:59.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:52:59.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:59.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:19.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_6/index_1282_seed_28699_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 15:54:26.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:54:58.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:55:00.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 16:06:52.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:52.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:08:03.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_6/index_9797_seed_20976_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 16:08:10.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:08:46.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:46.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:46.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:09:59.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_6/index_9797_seed_20977_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 16:10:04.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:10:30.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:39.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 16:22:34.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:35.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:45.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_6/index_4526_seed_20067_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 16:23:50.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:24:18.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:18.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:18.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:25:30.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_6/index_4526_seed_20068_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 16:25:38.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:26:08.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:15.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.682 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 16:38:10.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:19.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_6/index_2539_seed_10368_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 16:39:26.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:39:55.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:55.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:55.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:08.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_6/index_2539_seed_10369_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 16:41:16.203 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:41:53.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:55.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 16:53:43.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:44.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:54.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_6/index_2453_seed_3915_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 16:55:02.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:55:33.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:33.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:33.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:56:46.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_6/index_2453_seed_3916_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 16:56:52.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:57:20.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:30.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:19.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:26.351 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 17:10:34.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:48.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_6/index_9625_seed_29009_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 17:11:56.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:12:26.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:26.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:26.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:13:38.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_6/index_9625_seed_29010_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 17:13:44.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:14:12.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.036 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:16.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:01.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 17:26:02.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:14.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_6/index_9767_seed_25450_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 17:27:21.610 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:27:49.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:49.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:49.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:04.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_6/index_9767_seed_25451_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 17:29:12.202 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:29:39.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:41.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 17:41:33.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:43.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_6/index_2199_seed_16877_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 17:42:52.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:43:23.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:23.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:23.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:44:34.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_6/index_2199_seed_16878_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 17:44:42.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:45:10.482 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:15.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 17:57:00.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:01.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:11.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_6/index_5185_seed_1357_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 17:58:17.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:58:49.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:49.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:49.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:02.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_6/index_5185_seed_1358_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 18:00:07.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:00:35.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:43.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 18:12:36.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:50.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_6/index_2616_seed_24526_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 18:13:58.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:14:30.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:30.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:30.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:15:44.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_6/index_2616_seed_24527_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 18:15:51.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:16:19.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:26.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 18:28:25.183 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:36.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_6/index_6672_seed_3947_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 18:29:44.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:30:11.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:30:11.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:30:11.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:31:24.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_6/index_6672_seed_3948_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 18:31:32.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:31:59.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:03.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.113 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.991 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 18:43:58.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:08.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_6/index_6608_seed_11832_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 18:45:14.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:45:42.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:42.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:42.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:46:57.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_6/index_6608_seed_11833_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 18:47:03.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:47:28.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:37.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 18:59:31.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:32.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:32.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:44.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_6/index_3918_seed_16444_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 19:00:51.957 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:01:20.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:20.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:20.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:02:30.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_6/index_3918_seed_16445_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 19:02:36.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:03:02.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:12.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 19:15:07.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:07.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:19.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_6/index_9844_seed_26226_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 19:16:24.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:16:57.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:57.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:57.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:11.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_6/index_9844_seed_26227_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 19:18:17.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:18:46.350 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:50.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 19:30:46.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:47.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:57.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_6/index_450_seed_25734_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 19:32:03.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:32:30.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:30.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:30.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:33:48.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_6/index_450_seed_25735_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 19:33:56.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:34:23.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:31.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:30.592 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 19:47:37.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:38.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:50.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_6/index_5637_seed_23731_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 19:48:58.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:49:28.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:28.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:28.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:50:39.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_6/index_5637_seed_23732_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 19:50:46.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:51:16.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:18.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 20:03:08.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:08.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:21.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_6/index_1082_seed_4869_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 20:04:28.155 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:04:55.310 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:55.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:55.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:13.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_6/index_1082_seed_4870_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 20:06:18.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:06:46.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:55.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 20:18:46.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:47.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:57.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_6/index_7998_seed_13080_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 20:20:05.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:20:34.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:34.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:34.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:21:47.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_6/index_7998_seed_13081_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 20:21:53.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:22:27.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:28.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 20:34:18.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:28.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_6/index_78_seed_7384_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 20:35:36.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:36:03.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:36:03.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:36:03.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:18.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_6/index_78_seed_7385_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 20:37:25.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:37:54.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 20:49:53.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:54.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:08.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_6/index_1076_seed_1147_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 20:51:13.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:51:41.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:41.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:41.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:52:54.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_6/index_1076_seed_1148_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 20:53:00.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:53:28.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:35.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 21:05:31.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:46.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_6/index_9938_seed_28813_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 21:06:53.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:07:21.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:22.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:22.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:08:35.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_6/index_9938_seed_28814_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 21:08:42.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:09:12.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:14.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.456 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 21:21:04.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:04.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:16.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_6/index_9384_seed_6299_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 21:22:24.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:22:52.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:52.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:52.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:04.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_6/index_9384_seed_6300_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 21:24:11.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:24:44.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:46.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 21:36:42.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:42.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:53.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_6/index_505_seed_27409_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 21:37:59.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:38:32.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:32.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:32.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:39:46.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_6/index_505_seed_27410_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 21:39:54.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:40:25.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:26.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:18.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 21:52:19.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:29.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_6/index_3842_seed_872_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 21:53:37.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:54:02.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:54:02.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:54:02.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:17.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_6/index_3842_seed_873_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 21:55:25.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:55:52.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:57.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:52.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 22:07:53.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:05.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_6/index_704_seed_5220_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 22:09:12.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:09:39.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:39.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:39.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:10:52.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_6/index_704_seed_5221_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 22:10:57.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:11:24.771 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:36.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:30.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:29.651 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 22:24:33.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:45.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_6/index_3257_seed_7142_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 22:25:53.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:26:18.620 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:18.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:18.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:27:33.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_6/index_3257_seed_7143_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 22:27:40.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:28:08.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:13.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.508 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 22:40:01.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:12.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_6/index_6289_seed_7196_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 22:41:20.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:41:47.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:47.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:47.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:02.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_6/index_6289_seed_7197_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 22:43:09.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:43:37.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:40.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 22:55:35.025 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:35.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:44.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_6/index_9780_seed_19721_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 22:56:52.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:57:20.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:20.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:20.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:58:31.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_6/index_9780_seed_19722_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 22:58:39.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:59:07.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:11.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.566 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 23:11:03.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:16.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_6/index_2259_seed_17710_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 23:12:22.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:12:50.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:50.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:50.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:02.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_6/index_2259_seed_17711_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 23:14:09.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:14:36.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:43.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 23:26:29.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:41.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_6/index_9131_seed_26593_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 23:27:47.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:28:13.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:13.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:13.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:29:34.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_6/index_9131_seed_26594_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 23:29:40.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:30:09.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:12.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 23:42:01.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:01.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:12.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_6/index_317_seed_9882_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 23:43:19.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:43:50.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:50.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:50.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:03.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_6/index_317_seed_9883_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-15 23:45:10.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:45:37.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:41.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.107 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-15 23:57:35.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:47.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_6/index_9094_seed_19948_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-15 23:58:54.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:59:20.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:20.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:20.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:00:36.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_6/index_9094_seed_19949_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 00:00:42.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:01:11.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:14.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 00:13:11.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:11.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:23.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_6/index_46_seed_12465_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 00:14:28.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:14:55.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:14:55.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:55.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:18.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_6/index_46_seed_12466_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 00:16:23.610 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:16:51.234 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:56.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 00:28:50.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:30:03.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_6/index_8170_seed_5704_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 00:30:08.779 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:30:36.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:36.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:36.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:31:52.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_6/index_8170_seed_5705_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 00:31:57.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:32:26.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:36.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.014 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 00:44:29.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:36.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_6/index_1445_seed_17976_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 00:45:39.925 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:45:57.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:45:57.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:57.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:47:23.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_6/index_1445_seed_17977_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 00:47:28.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:47:45.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:03.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.994 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 01:00:39.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:48.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_6/index_7945_seed_21440_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 01:01:52.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:02:10.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:10.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:10.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:03:35.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_6/index_7945_seed_21441_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 01:03:40.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:03:57.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:14.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 01:15:49.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:57.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_6/index_9146_seed_8776_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 01:17:02.306 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:17:19.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:19.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:19.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:18:40.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_6/index_9146_seed_8777_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 01:18:45.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:19:02.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:20.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 01:30:51.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:59.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_6/index_8291_seed_14120_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 01:32:04.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:32:21.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:21.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:21.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:33:46.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_6/index_8291_seed_14121_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 01:33:49.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:34:07.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:23.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 01:45:58.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:59.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:05.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_6/index_2751_seed_27322_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 01:47:09.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:47:26.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:26.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:26.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:48:54.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_6/index_2751_seed_27323_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 01:48:57.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:49:14.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:28.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 02:01:02.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:10.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_6/index_1128_seed_9714_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 02:02:14.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:02:31.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:31.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:31.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:03:58.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_6/index_1128_seed_9715_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 02:04:02.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:04:20.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:37.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 02:16:17.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:17.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:26.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_6/index_3230_seed_20724_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 02:17:29.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:17:46.457 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:17:46.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:46.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:12.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_6/index_3230_seed_20725_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 02:19:15.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:19:33.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:53.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 02:31:31.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:39.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_6/index_8556_seed_32493_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 02:32:44.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:33:01.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:01.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:01.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:34:24.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_6/index_8556_seed_32494_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 02:34:28.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:34:45.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:06.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.663 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 02:46:41.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:50.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_6/index_9381_seed_29203_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 02:47:53.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:48:10.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:10.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:10.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:49:41.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_6/index_9381_seed_29204_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 02:49:44.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:50:02.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:19.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 03:01:53.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:03:01.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_6/index_6854_seed_33094_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 03:03:04.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:03:23.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:23.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:23.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:04:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_6/index_6854_seed_33095_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 03:04:52.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:05:10.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:31.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 03:17:09.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:18.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_6/index_4662_seed_29654_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 03:18:21.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:18:38.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:38.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:38.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:02.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_6/index_4662_seed_29655_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 03:20:05.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:20:23.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:42.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.154 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 03:33:27.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:39.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_6/index_1730_seed_11640_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 03:34:44.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:35:01.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:01.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:01.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:36:29.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_6/index_1730_seed_11641_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 03:36:32.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:36:50.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:08.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 03:48:43.771 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:53.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_6/index_2749_seed_3905_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 03:49:56.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:50:13.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:51:40.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_6/index_2749_seed_3906_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 03:51:45.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:52:02.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:20.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 04:03:52.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:05:01.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_6/index_8867_seed_12754_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 04:05:05.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:05:22.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:22.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:22.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:06:45.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_6/index_8867_seed_12755_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 04:06:49.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:07:06.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:23.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 04:19:03.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:11.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_6/index_9349_seed_12233_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 04:20:14.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:20:31.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:31.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:31.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:21:59.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_6/index_9349_seed_12234_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 04:22:04.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:22:21.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:38.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 04:34:18.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:27.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_6/index_979_seed_22169_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 04:35:31.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:35:48.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:35:48.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:48.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:17.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_6/index_979_seed_22170_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 04:37:20.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:37:37.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:55.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 04:49:31.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:39.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_6/index_6682_seed_16575_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 04:50:44.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:51:01.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:01.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:01.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:22.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_6/index_6682_seed_16576_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 04:52:26.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:52:43.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:59.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.184 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 05:04:32.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:38.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_6/index_5275_seed_23087_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 05:05:41.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:05:58.831 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:05:58.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:58.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:17.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_6/index_5275_seed_23088_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 05:07:20.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:07:38.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:52.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 05:19:17.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_6/index_3462_seed_18560_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 05:20:25.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:20:42.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:42.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:42.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:07.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_6/index_3462_seed_18561_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 05:22:10.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:22:28.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:46.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 05:34:05.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:10.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_6/index_871_seed_33413_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 05:35:15.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:35:32.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:32.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:32.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:36:46.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_6/index_871_seed_33414_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 05:36:51.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:37:08.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:19.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 05:48:28.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:33.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_6/index_1272_seed_19153_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 05:49:37.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:49:54.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:49:54.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:54.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:09.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_6/index_1272_seed_19154_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 05:51:14.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:51:31.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:38.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 26, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.444 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 26, dp_rank 13: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=6, rank_in_group=1 +2026-05-16 09:33:01.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:04.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_6/index_100_seed_6412_dp_13_rank_26_sample_2_slot_0.mp4 +2026-05-16 09:34:09.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 09:34:26.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:26.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 26 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:26.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 26 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:34.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 26: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_6/index_100_seed_6413_dp_13_rank_26_sample_3_slot_1.mp4 +2026-05-16 09:35:38.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 09:35:57.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 26: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:36:00.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 26: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 26: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 26, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_28.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_28.log new file mode 100644 index 0000000000000000000000000000000000000000..383b61fa84884546a547c16ffca3cdb2b8619439 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_28.log @@ -0,0 +1,5751 @@ +2026-05-12 18:36:53.319 | INFO | __main__:__init__:824 - [RewardDebug] VLM reward active: model=snapvideo_vlm, path=/nfs/ywang29/ckpts/Qwen3.5-9B, family=qwen3_5, score_type=token_credit, num_frames=20, max_pixels=50176 +2026-05-12 18:36:54.225 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:36:54.226 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 18:41:29.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:29.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:29.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:02.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_7/index_7599_seed_8266_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 18:43:05.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 18:43:27.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:27.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:27.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:44:41.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_7/index_7599_seed_8267_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 18:44:45.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 18:45:05.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 18:45:16.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 18:45:27.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 28, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 18:57:11.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:57:12.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:22.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_7/index_9764_seed_19707_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 18:58:29.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 18:58:50.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:58:50.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:50.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:00.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_7/index_9764_seed_19708_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 19:00:06.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:00:29.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:00:35.509 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 19:00:36.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 19:11:54.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:11:54.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:03.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_7/index_4618_seed_27257_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 19:13:09.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:13:36.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:13:36.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:36.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:14:44.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_7/index_4618_seed_27258_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 19:14:49.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:15:12.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:15:16.667 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:15:16.761 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 19:15:18.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.046 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 19:26:37.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:26:37.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:45.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_7/index_9149_seed_30243_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 19:27:51.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:28:15.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:28:15.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:28:15.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:29:24.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_7/index_9149_seed_30244_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 19:29:30.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:29:51.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:30:00.250 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 19:30:01.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 19:41:18.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:41:18.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:26.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_7/index_8338_seed_31411_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 19:42:31.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:42:53.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:42:53.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:53.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:09.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_7/index_8338_seed_31412_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 19:44:15.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:44:37.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:44:42.149 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 19:44:43.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 19:56:06.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:56:07.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:07.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:14.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_7/index_3286_seed_20131_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 19:57:21.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:57:44.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:57:44.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:44.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:58:53.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_7/index_3286_seed_20132_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 19:58:58.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 19:59:22.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:59:27.749 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 19:59:28.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.704 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 20:10:48.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:10:48.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:55.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_7/index_2712_seed_22675_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 20:12:02.310 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:12:23.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:12:23.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:12:23.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:13:36.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_7/index_2712_seed_22676_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 20:13:42.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:14:06.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:14:10.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 20:14:11.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.649 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 20:25:29.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:25:29.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:38.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_7/index_9335_seed_32631_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 20:26:45.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:27:08.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:27:08.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:27:08.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:24.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_7/index_9335_seed_32632_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 20:28:30.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:28:54.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:28:59.449 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 20:29:01.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:21.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 20:40:22.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:40:22.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:31.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_7/index_9763_seed_21216_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 20:41:35.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:41:56.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:41:56.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:56.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:11.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_7/index_9763_seed_21217_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 20:43:18.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:43:42.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:43:44.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 20:43:46.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 20:55:11.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:55:12.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:12.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:20.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_7/index_9813_seed_26727_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 20:56:26.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:56:49.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:56:49.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:49.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:57:58.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_7/index_9813_seed_26728_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 20:58:03.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 20:58:25.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:58:34.774 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 20:58:35.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:48.426 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 21:10:50.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:10:50.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:12:02.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_7/index_1435_seed_11862_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 21:12:05.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:12:29.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:12:29.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:12:29.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:13:43.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_7/index_1435_seed_11863_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 21:13:47.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:14:11.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:14:15.531 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 21:14:16.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 21:25:34.332 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:25:34.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:42.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_7/index_3839_seed_16052_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 21:26:48.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:27:08.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:27:08.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:27:08.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:28:26.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_7/index_3839_seed_16053_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 21:28:32.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:28:55.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:29:01.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 21:29:02.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 21:40:24.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:40:24.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:25.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:33.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_7/index_8397_seed_23661_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 21:41:38.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:42:01.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:42:01.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:42:01.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:16.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_7/index_8397_seed_23662_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 21:43:22.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:43:43.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:43:50.779 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 21:43:51.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.117 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 21:55:16.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:55:16.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:24.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_7/index_4505_seed_26748_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 21:56:29.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:56:49.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:56:49.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:49.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:08.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_7/index_4505_seed_26749_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 21:58:13.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 21:58:35.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:58:41.593 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 21:58:42.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 22:10:04.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:10:05.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:13.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_7/index_6678_seed_31784_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 22:11:17.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:11:39.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:11:39.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:39.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:12:57.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_7/index_6678_seed_31785_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 22:13:04.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:13:27.202 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:13:32.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 22:13:33.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 22:25:00.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:25:00.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:12.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_7/index_9584_seed_9621_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 22:26:20.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:26:42.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:26:42.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:42.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:27:58.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_7/index_9584_seed_9622_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 22:28:05.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:28:30.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:28:31.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 22:28:33.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 22:39:58.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:39:58.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:59.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:08.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_7/index_8728_seed_3853_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 22:41:12.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:41:29.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:41:29.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:29.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:42:48.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_7/index_8728_seed_3854_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 22:42:53.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:43:11.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:43:23.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 22:43:24.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 22:54:43.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:54:43.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:50.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_7/index_8287_seed_15154_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 22:55:55.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:56:13.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:56:13.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:56:13.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:57:32.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_7/index_8287_seed_15155_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 22:57:37.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 22:57:55.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:58:07.250 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 22:58:08.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 23:09:27.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:09:27.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:34.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_7/index_2825_seed_30778_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 23:10:38.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:10:56.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:10:56.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:56.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:18.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_7/index_2825_seed_30779_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 23:12:23.952 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:12:42.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:12:52.172 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 23:12:53.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 23:24:15.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:24:15.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:21.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_7/index_3009_seed_26885_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 23:25:26.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:25:43.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:25:43.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:43.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:07.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_7/index_3009_seed_26886_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 23:27:13.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:27:31.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:27:41.300 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 23:27:42.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.365 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 23:39:57.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:39:57.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:06.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_7/index_8665_seed_15911_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 23:41:10.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:41:27.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:41:27.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:27.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:42:42.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_7/index_8665_seed_15912_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 23:42:47.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:43:05.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:43:16.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 23:43:17.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-12 23:54:35.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:54:35.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:42.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_7/index_9748_seed_6100_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-12 23:55:46.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:56:03.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:56:03.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:56:03.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:24.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_7/index_9748_seed_6101_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-12 23:57:29.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-12 23:57:47.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:58:00.055 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-12 23:58:01.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 00:09:19.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:09:19.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:20.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:27.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_7/index_980_seed_30193_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 00:10:31.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:10:48.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:10:48.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:48.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:12.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_7/index_980_seed_30194_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 00:12:17.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:12:35.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:12:50.597 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 00:12:51.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.649 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 00:24:13.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:24:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:21.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_7/index_6384_seed_29768_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 00:25:26.332 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:25:44.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:25:44.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:44.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:00.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_7/index_6384_seed_29769_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 00:27:05.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:27:23.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:27:34.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 00:27:35.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 00:38:56.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:38:56.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:05.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_7/index_3392_seed_29718_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 00:40:10.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:40:27.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:40:27.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:27.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:41:45.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_7/index_3392_seed_29719_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 00:41:50.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:42:08.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:42:20.075 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 00:42:20.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 00:53:40.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:53:40.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:47.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_7/index_6896_seed_8720_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 00:54:50.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:55:08.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:55:08.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:55:08.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:56:27.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_7/index_6896_seed_8721_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 00:56:30.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 00:56:48.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:57:02.392 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 00:57:03.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.957 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 01:08:24.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:08:24.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:31.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_7/index_4002_seed_18276_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 01:09:36.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:09:54.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:09:54.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:54.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:15.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_7/index_4002_seed_18277_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 01:11:19.384 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:11:37.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:11:49.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 01:11:50.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 01:23:09.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:23:09.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:17.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_7/index_7479_seed_26136_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 01:24:20.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:24:38.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:24:38.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:38.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:25:58.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_7/index_7479_seed_26137_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 01:26:04.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:26:22.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:26:33.888 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 01:26:34.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 01:37:56.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:37:56.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_7/index_5718_seed_11900_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 01:39:08.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:39:26.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:39:26.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:26.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:40:42.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_7/index_5718_seed_11901_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 01:40:47.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:41:05.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:41:14.991 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 01:41:15.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 01:52:32.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:52:33.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:40.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_7/index_4247_seed_11172_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 01:53:45.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:54:04.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:54:04.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:54:04.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:19.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_7/index_4247_seed_11173_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 01:55:24.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 01:55:43.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:55:56.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 01:55:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.766 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 02:08:12.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:08:12.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:20.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_7/index_1115_seed_27292_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 02:09:25.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:09:43.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:09:43.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:43.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:01.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_7/index_1115_seed_27293_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 02:11:06.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:11:23.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:11:34.796 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 02:11:35.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 02:23:03.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:23:03.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:11.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_7/index_5156_seed_19054_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 02:24:16.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:24:33.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:24:33.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:33.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:25:54.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_7/index_5156_seed_19055_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 02:25:59.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:26:18.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:26:28.968 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 02:26:29.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 02:37:46.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:37:46.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:54.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_7/index_8255_seed_16740_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 02:38:57.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:39:14.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:39:14.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:39:14.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:40:43.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_7/index_8255_seed_16741_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 02:40:48.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:41:05.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:41:18.001 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:41:18.140 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 02:41:19.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 02:52:31.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:52:31.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:39.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_7/index_1567_seed_29388_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 02:53:43.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:54:01.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:54:01.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:54:01.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:23.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_7/index_1567_seed_29389_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 02:55:28.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 02:55:45.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:55:59.850 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 02:56:00.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 03:07:25.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:07:25.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:33.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_7/index_4110_seed_23549_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 03:08:37.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:08:54.905 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:08:54.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:54.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:17.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_7/index_4110_seed_23550_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 03:10:22.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:10:39.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:10:54.565 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:10:54.724 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 03:10:55.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 03:22:21.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:22:21.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:30.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_7/index_9612_seed_1509_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 03:23:35.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:23:52.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:23:52.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:52.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:15.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_7/index_9612_seed_1510_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 03:25:20.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:25:37.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:25:51.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 03:25:53.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 03:37:17.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:37:17.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:25.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_7/index_9993_seed_20994_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 03:38:28.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:38:45.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:38:45.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:45.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:13.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_7/index_9993_seed_20995_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 03:40:16.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:40:32.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:40:48.892 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 03:40:49.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 03:52:08.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:52:09.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:16.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4565_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 03:53:19.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:53:36.610 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:53:36.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:36.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:54:58.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4566_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 03:55:03.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 03:55:20.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:55:36.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:55:37.123 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 03:55:38.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 04:07:04.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:07:04.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:11.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_7/index_2559_seed_1507_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 04:08:16.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:08:33.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:08:34.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:34.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:09:56.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_7/index_2559_seed_1508_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 04:10:00.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:10:18.040 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:10:31.167 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 04:10:31.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 04:22:01.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:22:01.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:09.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_7/index_3930_seed_13380_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 04:23:14.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:23:32.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:23:32.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:32.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:24:50.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_7/index_3930_seed_13381_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 04:24:54.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:25:11.196 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:25:26.589 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 04:25:27.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.747 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 04:37:42.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:37:42.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:51.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_7/index_6349_seed_21465_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 04:38:56.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:39:13.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:39:13.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:39:13.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:40:30.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_7/index_6349_seed_21466_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 04:40:35.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:40:52.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:41:06.248 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 04:41:07.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 04:52:24.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:52:24.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:33.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_7/index_1241_seed_13759_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 04:53:37.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:53:56.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:53:56.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:56.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:18.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_7/index_1241_seed_13760_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 04:55:23.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 04:55:41.620 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:55:48.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 04:55:49.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 05:07:10.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:07:10.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:19.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_7/index_1454_seed_29054_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 05:08:24.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:08:44.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:08:44.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:44.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:09:59.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_7/index_1454_seed_29055_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 05:10:04.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:10:21.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:10:31.159 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 05:10:32.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 05:22:01.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:22:01.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:10.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_7/index_3572_seed_3089_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 05:23:16.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:23:39.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:23:39.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:39.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:24:51.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_7/index_3572_seed_3090_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 05:24:55.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:25:15.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:25:25.012 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 05:25:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 05:36:45.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:36:45.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:53.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_7/index_8774_seed_17447_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 05:37:56.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:38:15.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:38:15.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:38:15.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:39:37.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_7/index_8774_seed_17448_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 05:39:42.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:40:01.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:40:11.539 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 05:40:12.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 05:51:27.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:51:27.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:35.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_7/index_8755_seed_21604_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 05:52:39.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:52:56.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:52:56.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:56.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:16.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_7/index_8755_seed_21605_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 05:54:19.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 05:54:36.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:54:52.109 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 05:54:52.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 06:06:15.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:06:15.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:22.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_7/index_220_seed_12920_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 06:07:29.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:07:47.857 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:07:47.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:47.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:08.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_7/index_220_seed_12921_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 06:09:12.517 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:09:29.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:09:42.721 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 06:09:43.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.612 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 06:21:04.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:21:04.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:11.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_7/index_8301_seed_4154_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 06:22:17.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:22:36.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:22:36.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:36.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:23:53.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_7/index_8301_seed_4155_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 06:23:59.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:24:19.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:24:26.985 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 06:24:27.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 06:35:45.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:35:45.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:53.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_7/index_319_seed_10819_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 06:36:56.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:37:13.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:37:13.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:37:13.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:38:33.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_7/index_319_seed_10820_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 06:38:40.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:38:59.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:39:07.206 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:39:07.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 06:39:08.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.346 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:32.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 06:50:33.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:50:33.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_7/index_9039_seed_23557_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 06:51:48.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:52:13.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:52:13.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:52:13.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:53:24.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_7/index_9039_seed_23558_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 06:53:32.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 06:53:53.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:54:00.389 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 06:54:01.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:18.029 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 07:06:23.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:06:23.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:36.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_7/index_5162_seed_10638_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 07:07:39.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:08:00.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:08:00.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:08:00.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:21.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_7/index_5162_seed_10639_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 07:09:25.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:09:45.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:09:55.036 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 07:09:55.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.982 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:21.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 07:21:22.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:21:22.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:30.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_7/index_461_seed_27679_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 07:22:37.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:23:00.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:23:00.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:23:00.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:12.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_7/index_461_seed_27680_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 07:24:16.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:24:37.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:24:47.162 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 07:24:48.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.428 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 07:36:08.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:36:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:17.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_7/index_885_seed_21556_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 07:37:20.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:37:42.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:37:42.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:42.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:38:58.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_7/index_885_seed_21557_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 07:39:04.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:39:23.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:39:32.159 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 07:39:33.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 07:50:52.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:50:52.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:52:00.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_7/index_4701_seed_3969_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 07:52:06.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:52:26.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:52:26.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:52:26.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:53:45.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_7/index_4701_seed_3970_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 07:53:49.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 07:54:07.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:54:21.258 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 07:54:22.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:41.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 08:05:42.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:05:42.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:50.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_7/index_6946_seed_27632_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 08:06:53.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:07:10.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:07:10.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:07:10.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:08:28.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_7/index_6946_seed_27633_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 08:08:32.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:08:51.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:09:02.513 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 08:09:03.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 08:20:24.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:20:24.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:32.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_7/index_6874_seed_29258_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 08:21:36.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:21:59.231 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:21:59.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:59.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:14.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_7/index_6874_seed_29259_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 08:23:18.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:23:41.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:23:44.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 08:23:46.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 08:35:06.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:35:06.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:07.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:15.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_7/index_5754_seed_25259_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 08:36:22.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:36:44.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:36:44.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:44.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:37:58.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_7/index_5754_seed_25260_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 08:38:02.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:38:22.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:38:31.189 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 08:38:32.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 08:50:00.125 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:50:00.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:08.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_7/index_9633_seed_23391_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 08:51:11.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:51:29.702 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:51:29.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:29.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:52:48.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_7/index_9633_seed_23392_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 08:52:52.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 08:53:14.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:53:25.053 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 08:53:25.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 09:04:47.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:04:47.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:56.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_7/index_1219_seed_3083_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 09:05:59.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:06:21.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:06:21.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:06:21.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:07:39.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_7/index_1219_seed_3084_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 09:07:43.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:08:01.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:08:12.856 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 09:08:13.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 09:19:31.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:19:31.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:41.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_7/index_958_seed_29498_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 09:20:44.319 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:21:02.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:21:02.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:21:02.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:22:24.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_7/index_958_seed_29499_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 09:22:28.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:22:46.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:23:00.343 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 09:23:01.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.237 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:09.614 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 09:35:14.306 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:35:14.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:25.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_7/index_6082_seed_11620_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 09:36:29.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:36:49.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:36:49.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:49.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:11.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_7/index_6082_seed_11621_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 09:38:17.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:38:39.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:38:47.119 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 09:38:48.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 09:50:11.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:50:11.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:19.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_7/index_3018_seed_25249_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 09:51:25.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:51:45.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:51:45.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:45.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:00.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_7/index_3018_seed_25250_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 09:53:06.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 09:53:28.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:53:35.604 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 09:53:36.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.184 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 10:05:03.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:05:03.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:11.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_7/index_9347_seed_1918_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 10:06:18.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:06:41.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:06:41.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:41.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:07:57.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_7/index_9347_seed_1919_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 10:08:03.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:08:23.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:08:31.006 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 10:08:32.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 10:19:49.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:19:49.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:50.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:58.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_7/index_6248_seed_27864_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 10:21:03.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:21:24.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:21:24.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:21:24.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:22:44.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_7/index_6248_seed_27865_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 10:22:48.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:23:10.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:23:15.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:23:15.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 10:23:16.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 10:34:38.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:34:38.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:46.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_7/index_9334_seed_26017_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 10:35:52.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:36:09.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:36:09.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:36:09.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:37:29.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_7/index_9334_seed_26018_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 10:37:35.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:37:56.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:38:04.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:38:04.168 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 10:38:05.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.978 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 10:49:27.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:49:27.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:37.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_7/index_9382_seed_28302_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 10:50:42.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:51:01.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:51:01.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:51:01.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:21.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_7/index_9382_seed_28303_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 10:52:26.614 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 10:52:46.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:52:53.029 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 10:52:53.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.508 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 11:04:14.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:04:15.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:22.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_7/index_2001_seed_17926_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 11:05:27.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:05:47.775 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:05:47.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:47.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:10.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_7/index_2001_seed_17927_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 11:07:15.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:07:38.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:07:43.639 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 11:07:44.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 11:19:03.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:19:04.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:04.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:11.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_7/index_6448_seed_14522_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 11:20:18.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:20:37.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:20:37.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:37.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:21:54.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_7/index_6448_seed_14523_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 11:22:02.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:22:20.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:22:28.909 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 11:22:29.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 11:33:53.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:33:53.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:03.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_7/index_8843_seed_24263_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 11:35:06.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:35:25.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:35:25.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:25.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:36:45.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_7/index_8843_seed_24264_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 11:36:52.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:37:16.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:37:20.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 11:37:22.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 11:48:46.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:48:46.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:55.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_7/index_6290_seed_16746_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 11:50:02.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:50:23.624 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:50:23.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:50:23.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:51:36.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_7/index_6290_seed_16747_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 11:51:42.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 11:52:02.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:52:08.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 11:52:09.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:22.174 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 12:04:30.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:04:30.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:42.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_7/index_1640_seed_921_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 12:05:48.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:06:06.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:06:06.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:06:06.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:24.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_7/index_1640_seed_922_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 12:07:28.593 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:07:48.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:07:59.072 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 12:08:00.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 12:19:22.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:19:22.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:22.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:31.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_7/index_9153_seed_3716_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 12:20:35.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:20:55.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:20:55.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:55.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:13.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_7/index_9153_seed_3717_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 12:22:17.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:22:35.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:22:49.320 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 12:22:50.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.117 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 12:34:12.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:34:12.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:20.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_7/index_5665_seed_22730_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 12:35:25.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:35:46.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:35:46.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:46.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:36:59.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_7/index_5665_seed_22731_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 12:37:05.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:37:26.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:37:34.219 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 12:37:35.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 12:49:00.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:49:00.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:09.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_7/index_6858_seed_6952_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 12:50:15.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:50:33.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:50:33.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:33.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:51:48.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_7/index_6858_seed_6953_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 12:51:52.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 12:52:10.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:52:23.580 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 12:52:24.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 13:03:44.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:03:44.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:52.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_7/index_5502_seed_3130_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 13:04:58.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:05:18.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:05:18.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:05:18.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:06:38.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_7/index_5502_seed_3131_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 13:06:42.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:07:01.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:07:13.526 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 13:07:14.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 13:18:34.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:18:34.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:35.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:42.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_7/index_6863_seed_12042_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 13:19:46.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:20:05.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:20:05.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:20:05.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:21:28.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_7/index_6863_seed_12043_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 13:21:35.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:21:55.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:22:05.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 13:22:07.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 13:33:28.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:33:29.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:29.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:36.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_7/index_4184_seed_3111_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 13:34:39.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:34:59.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:34:59.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:59.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:20.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_7/index_4184_seed_3112_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 13:36:26.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:36:46.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:36:51.498 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 13:36:52.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 13:48:12.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:48:12.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:20.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_7/index_8938_seed_15551_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 13:49:26.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:49:45.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:49:45.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:45.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:02.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_7/index_8938_seed_15552_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 13:51:07.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 13:51:29.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:51:37.033 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 13:51:37.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 14:03:00.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:03:00.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:01.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:09.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_7/index_9727_seed_18006_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 14:04:15.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:04:33.957 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:04:33.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:33.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:05:50.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_7/index_9727_seed_18007_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 14:05:54.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:06:13.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:06:23.340 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:06:23.498 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 14:06:24.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 14:17:49.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:17:49.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:50.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:58.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_7/index_3920_seed_15936_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 14:19:04.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:19:28.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:19:28.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:19:28.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:20:37.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_7/index_3920_seed_15937_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 14:20:42.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:21:04.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:21:12.008 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 14:21:12.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:22.819 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 14:33:26.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:33:26.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:36.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_7/index_2621_seed_10017_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 14:34:40.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:35:00.517 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:35:00.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:35:00.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:19.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_7/index_2621_seed_10018_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 14:36:23.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:36:42.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:36:51.803 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 14:36:52.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 14:48:16.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:48:16.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:17.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:27.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_7/index_8865_seed_16004_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 14:49:34.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:49:56.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:49:56.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:56.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:10.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_7/index_8865_seed_16005_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 14:51:17.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 14:51:42.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:51:47.410 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:51:47.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 14:51:48.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 15:03:11.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:03:11.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:21.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_7/index_940_seed_6155_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 15:04:26.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:04:48.396 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:04:48.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:48.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:01.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_7/index_940_seed_6156_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 15:06:05.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:06:27.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:06:35.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 15:06:36.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 15:18:01.482 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:18:01.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:11.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_7/index_4977_seed_16398_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 15:19:15.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:19:37.387 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:19:37.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:37.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:20:53.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_7/index_4977_seed_16399_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 15:20:57.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:21:18.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:21:27.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 15:21:28.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 15:32:52.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:32:52.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:34:01.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_7/index_6200_seed_4437_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 15:34:05.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:34:27.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:34:27.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:34:27.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:35:46.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_7/index_6200_seed_4438_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 15:35:52.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:36:12.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:36:19.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 15:36:20.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 15:47:43.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:47:43.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:52.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_7/index_1316_seed_390_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 15:48:57.356 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:49:19.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:49:19.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:49:19.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:50:32.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_7/index_1316_seed_391_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 15:50:38.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 15:50:58.523 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:51:05.660 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 15:51:06.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 16:02:30.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:02:30.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:38.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_7/index_2634_seed_11410_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 16:03:44.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:04:02.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:04:02.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:04:02.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:23.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_7/index_2634_seed_11411_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 16:05:29.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:05:49.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:05:57.507 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 16:05:58.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 16:17:19.779 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:17:19.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:30.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_7/index_8609_seed_32343_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 16:18:35.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:19:00.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:19:00.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:19:00.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:15.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_7/index_8609_seed_32344_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 16:20:21.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:20:44.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:20:50.259 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 16:20:51.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 16:32:12.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:32:12.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:20.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_7/index_4075_seed_22434_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 16:33:25.951 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:33:43.610 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:33:43.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:43.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:34:59.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_7/index_4075_seed_22435_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 16:35:04.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:35:22.375 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:35:35.128 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 16:35:36.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 16:46:55.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:46:55.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:04.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_7/index_1033_seed_16461_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 16:48:08.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:48:25.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:48:25.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:25.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:49:46.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_7/index_1033_seed_16462_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 16:49:49.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 16:50:06.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:50:18.803 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 16:50:19.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:39.182 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 17:02:47.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:02:47.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:56.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_7/index_4178_seed_19896_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 17:04:00.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:04:18.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:04:18.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:04:18.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:05:41.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_7/index_4178_seed_19897_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 17:05:44.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:06:01.831 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:06:13.687 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:06:13.841 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 17:06:14.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.001 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 17:17:35.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:17:35.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:43.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_7/index_6489_seed_33230_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 17:18:47.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:19:04.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:19:04.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:19:04.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:20:25.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_7/index_6489_seed_33231_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 17:20:28.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:20:46.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:21:01.283 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:21:01.395 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 17:21:02.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:21.001 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 17:32:22.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:32:22.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:32.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_7/index_8838_seed_22171_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 17:33:36.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:33:53.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:33:53.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:53.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:18.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_7/index_8838_seed_22172_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 17:35:23.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:35:40.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:35:53.006 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 17:35:53.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 17:47:17.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:47:17.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:24.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_7/index_3185_seed_29230_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 17:48:29.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:48:47.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:48:47.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:47.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:09.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_7/index_3185_seed_29231_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 17:50:14.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 17:50:32.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:50:45.838 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:50:45.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 17:50:46.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.456 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 18:02:10.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:02:10.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:11.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:19.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_7/index_1739_seed_24511_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 18:03:23.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:03:41.664 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:03:41.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:41.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:01.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_7/index_1739_seed_24512_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 18:05:06.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:05:25.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:05:36.271 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:05:36.442 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 18:05:37.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.621 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 18:17:12.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:17:12.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:13.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:21.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_7/index_6920_seed_20675_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 18:18:26.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:18:48.155 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:18:48.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:48.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:04.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_7/index_6920_seed_20676_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 18:20:12.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:20:34.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:20:38.869 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 18:20:39.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 18:32:17.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:32:17.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:18.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:28.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_7/index_8960_seed_28160_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 18:33:37.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:34:00.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:34:00.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:34:00.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:12.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_7/index_8960_seed_28161_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 18:35:17.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:35:38.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:35:44.075 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 18:35:45.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.467 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.996 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 18:47:14.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:47:14.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:25.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_7/index_8885_seed_16239_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 18:48:32.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:48:54.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:48:54.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:54.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:11.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_7/index_8885_seed_16240_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 18:50:16.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 18:50:40.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:50:45.673 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:50:45.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 18:50:46.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 19:02:13.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:02:13.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:22.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_7/index_8053_seed_15816_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 19:03:28.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 19:03:49.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:03:49.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:49.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:12.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_7/index_8053_seed_15817_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 19:05:18.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 19:05:41.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:05:47.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 19:05:48.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 19:17:16.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:17:16.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:26.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_7/index_8117_seed_12404_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 19:18:33.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 19:18:57.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:18:57.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:57.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:12.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_7/index_8117_seed_12405_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 19:20:17.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 19:20:42.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:20:48.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:20:48.765 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 19:20:49.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:07.691 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 23:08:13.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:24.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_7/index_4642_seed_217_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 23:09:32.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:09:59.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:59.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:59.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:13.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_7/index_4642_seed_218_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 23:11:20.310 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:11:53.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 23:11:55.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 23:23:42.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:51.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_7/index_5650_seed_4642_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 23:24:59.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:25:28.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:28.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:28.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:26:41.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_7/index_5650_seed_4643_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 23:26:48.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:27:16.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:16.749 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 23:27:18.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:03.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 23:39:04.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:13.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_7/index_5132_seed_6375_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 23:40:19.028 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:40:46.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:46.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:46.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_7/index_5132_seed_6376_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 23:42:07.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:42:34.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:36.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 23:42:38.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-13 23:54:27.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:39.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_7/index_1878_seed_29539_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-13 23:55:44.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:56:11.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:56:11.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:56:11.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:57:28.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_7/index_1878_seed_29540_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-13 23:57:36.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-13 23:58:04.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:04.671 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-13 23:58:06.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 00:09:49.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:11:00.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_7/index_3917_seed_4018_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 00:11:08.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:11:34.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:35.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:35.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:12:49.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_7/index_3917_seed_4019_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 00:12:55.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:13:22.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:24.288 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 00:13:25.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.790 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 00:25:10.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:23.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_7/index_7876_seed_4752_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 00:26:29.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:26:55.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:55.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:55.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:07.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_7/index_7876_seed_4753_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 00:28:12.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:28:38.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:40.919 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 00:28:42.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 00:40:19.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:19.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:29.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_7/index_1463_seed_10757_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 00:41:34.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:42:02.088 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:42:02.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:42:02.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:13.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_7/index_1463_seed_10758_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 00:43:20.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:43:49.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:49.600 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 00:43:50.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.122 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.598 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 00:55:24.981 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:25.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:35.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_7/index_3508_seed_15128_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 00:56:40.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:57:07.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:57:07.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:57:07.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:18.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_7/index_3508_seed_15129_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 00:58:24.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 00:58:53.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.097 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:53.141 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 00:58:54.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:34.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 01:10:35.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:48.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_7/index_2244_seed_9315_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 01:11:55.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 01:12:22.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:22.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:22.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:13:32.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_7/index_2244_seed_9316_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 01:13:39.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 01:14:05.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:09.486 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 01:14:10.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 01:25:44.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:55.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_7/index_8694_seed_5928_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 01:27:01.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 01:27:28.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:28.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:28.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:28:40.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_7/index_8694_seed_5929_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 01:28:46.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 01:29:14.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:17.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 01:29:19.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:54.069 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 01:41:57.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:09.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_7/index_1246_seed_5329_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 01:43:17.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 01:43:47.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:47.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:47.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:44:59.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_7/index_1246_seed_5330_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 01:45:06.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 01:45:31.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:32.495 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 01:45:33.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 01:57:21.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:32.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_7/index_8494_seed_29814_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 01:58:36.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 01:59:03.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:59:03.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:59:03.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:19.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_7/index_8494_seed_29815_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 02:00:26.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 02:00:54.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:57.097 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 02:00:58.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 02:12:40.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:40.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:50.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_7/index_6237_seed_3221_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 02:13:57.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 02:14:26.271 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:26.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:26.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:15:36.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_7/index_6237_seed_3222_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 02:15:45.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 02:16:14.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:14.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 02:16:16.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 02:27:59.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:28:00.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:28:00.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:10.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_7/index_2104_seed_11878_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 02:29:16.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 02:29:42.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:42.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:42.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:30:56.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_7/index_2104_seed_11879_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 02:31:04.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 02:31:32.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:34.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 02:31:36.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 02:43:19.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:30.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_7/index_1742_seed_29550_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 02:44:38.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 02:45:07.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:45:07.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:45:07.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:18.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_7/index_1742_seed_29551_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 02:46:24.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 02:46:51.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:54.940 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 02:46:56.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 02:58:37.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:38.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:49.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_7/index_4321_seed_30348_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 02:59:54.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:00:22.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:22.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:22.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:01:31.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_7/index_4321_seed_30349_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 03:01:36.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:02:02.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:09.490 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 03:02:10.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 03:13:49.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:15:00.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_7/index_530_seed_9290_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 03:15:07.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:15:34.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:34.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:34.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:16:47.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_7/index_530_seed_9291_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 03:16:51.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:17:19.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:21.280 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 03:17:22.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 03:29:02.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:02.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:13.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_7/index_1458_seed_1167_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 03:30:18.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:30:45.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:45.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:45.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:00.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_7/index_1458_seed_1168_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 03:32:05.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:32:32.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:36.015 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 03:32:37.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 03:44:18.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:29.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_7/index_7576_seed_18065_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 03:45:35.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:46:03.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:46:03.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:46:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:16.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_7/index_7576_seed_18066_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 03:47:23.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 03:47:50.387 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:50.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 03:47:51.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.957 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 03:59:36.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:36.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:46.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_7/index_3062_seed_19644_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 04:00:53.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:01:21.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:21.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:21.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:02:29.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_7/index_3062_seed_19645_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 04:02:35.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:03:03.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:05.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 04:03:06.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.632 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:52.685 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 04:15:57.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:08.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_7/index_7070_seed_1839_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 04:17:13.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:17:38.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:38.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:38.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:18:59.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_7/index_7070_seed_1840_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 04:19:04.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:19:30.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:36.140 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 04:19:37.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 04:31:23.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:35.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_7/index_6007_seed_32259_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 04:32:40.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:33:07.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:33:07.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:33:07.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:20.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_7/index_6007_seed_32260_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 04:34:25.198 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:34:53.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:56.585 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 04:34:57.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:41.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 04:46:42.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:54.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_7/index_6530_seed_20319_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 04:47:58.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:48:28.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:28.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:28.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:49:39.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_7/index_6530_seed_20320_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 04:49:44.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 04:50:11.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:14.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 04:50:15.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.966 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 05:01:52.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:03:01.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_7/index_8555_seed_33389_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 05:03:08.115 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:03:38.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:38.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:38.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:04:45.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_7/index_8555_seed_33390_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 05:04:50.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:05:16.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:21.452 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 05:05:22.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.712 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.891 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 05:17:06.271 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:17.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_7/index_7531_seed_30708_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 05:18:24.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:18:49.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:49.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:49.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:00.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_7/index_7531_seed_30709_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 05:20:06.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:20:32.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:37.861 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 05:20:39.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 05:32:11.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:11.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:11.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:19.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_7/index_1262_seed_33350_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 05:33:25.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:33:50.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:50.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:50.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:02.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_7/index_1262_seed_33351_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 05:35:10.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:35:36.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:37.141 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 05:35:38.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 05:47:14.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:22.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_7/index_3243_seed_10880_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 05:48:29.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:48:56.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:56.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:56.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:05.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_7/index_3243_seed_10881_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 05:50:12.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 05:50:39.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:40.633 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 05:50:41.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 06:02:17.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:26.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_7/index_2423_seed_21673_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 06:03:31.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:03:57.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:03:57.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:57.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:11.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_7/index_2423_seed_21674_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 06:05:18.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:05:45.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:46.981 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 06:05:48.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 06:17:21.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:30.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_7/index_9709_seed_25087_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 06:18:36.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:19:01.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:19:01.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:19:01.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:17.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_7/index_9709_seed_25088_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 06:20:22.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:20:48.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:55.951 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 06:20:57.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 06:32:29.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:36.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_7/index_3016_seed_11054_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 06:33:43.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:34:08.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:34:08.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:34:08.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:21.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_7/index_3016_seed_11055_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 06:35:28.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:35:53.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:56.441 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 06:35:57.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.922 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:27.222 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 06:48:30.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:40.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_7/index_6050_seed_883_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 06:49:47.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:50:11.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:11.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:11.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:51:30.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_7/index_6050_seed_884_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 06:51:37.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 06:52:03.007 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:04.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 06:52:06.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 07:03:44.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:54.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_7/index_7621_seed_16736_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 07:05:00.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:05:24.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:24.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:24.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:06:32.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_7/index_7621_seed_16737_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 07:06:38.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:07:04.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:08.070 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 07:07:09.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 07:18:33.589 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:41.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_7/index_6699_seed_26356_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 07:19:47.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:20:12.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:12.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:12.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:22.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_7/index_6699_seed_26357_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 07:21:29.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:21:51.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:57.191 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 07:21:58.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 07:33:22.857 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:23.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:29.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_7/index_9380_seed_19653_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 07:34:34.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:34:55.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:34:55.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:55.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:13.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_7/index_9380_seed_19654_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 07:36:20.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:36:47.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:47.969 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 07:36:49.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 07:48:21.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:21.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:28.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_7/index_6809_seed_15950_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 07:49:33.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:49:56.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:56.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:56.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:12.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_7/index_6809_seed_15951_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 07:51:18.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 07:51:39.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:47.909 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 07:51:48.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 08:03:16.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:26.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_7/index_1261_seed_33364_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 08:04:32.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:04:57.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:04:57.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:57.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:10.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_7/index_1261_seed_33365_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 08:06:15.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:06:38.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:45.947 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 08:06:46.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 08:18:15.482 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:22.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_7/index_8329_seed_24158_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 08:19:27.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:19:52.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:52.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:52.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:08.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_7/index_8329_seed_24159_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 08:21:14.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:21:35.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:47.157 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 08:21:48.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 08:33:17.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:18.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:18.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:25.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_7/index_861_seed_19486_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 08:34:32.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:34:57.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:34:57.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:57.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:12.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_7/index_861_seed_19487_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 08:36:20.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:36:46.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:47.165 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 08:36:48.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:06.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 08:48:24.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:32.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_7/index_604_seed_3408_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 08:49:38.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:50:02.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:50:02.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:50:02.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:19.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_7/index_604_seed_3409_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 08:51:24.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 08:51:46.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:52.854 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 08:51:53.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 09:03:25.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:33.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_7/index_4896_seed_32999_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 09:04:39.670 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:05:01.791 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:05:01.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:05:01.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:17.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_7/index_4896_seed_33000_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 09:06:24.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:06:46.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:53.382 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 09:06:54.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.346 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.924 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 09:19:29.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:38.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_7/index_3735_seed_24710_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 09:20:44.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:21:03.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:21:03.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:21:03.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:22:22.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_7/index_3735_seed_24711_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 09:22:25.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:22:46.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:01.488 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 09:23:02.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 09:34:33.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:41.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_7/index_6734_seed_5080_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 09:35:48.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:36:13.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:13.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:13.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:37:24.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_7/index_6734_seed_5081_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 09:37:31.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:37:54.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:02.300 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 09:38:03.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 09:49:32.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:33.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:33.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:40.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_7/index_3542_seed_24095_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 09:50:46.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:51:11.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:11.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:11.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:52:24.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_7/index_3542_seed_24096_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 09:52:29.213 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 09:52:48.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:00.819 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 09:53:01.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 10:04:32.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:38.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_7/index_6394_seed_10720_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 10:05:45.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:06:09.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:07:24.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_7/index_6394_seed_10721_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 10:07:30.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:07:54.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:01.382 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 10:08:02.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 10:19:29.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:38.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_7/index_6114_seed_11110_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 10:20:42.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:21:01.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:21:01.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:21:01.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:22:23.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_7/index_6114_seed_11111_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 10:22:29.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:22:47.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:02.507 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 10:23:03.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 10:34:35.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:42.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_7/index_3975_seed_5501_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 10:35:46.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:36:04.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:04.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:04.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:37:25.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_7/index_3975_seed_5502_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 10:37:30.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:37:49.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:02.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 10:38:03.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 10:49:32.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:41.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_7/index_2947_seed_2985_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 10:50:46.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:51:05.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:05.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:05.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:52:22.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_7/index_2947_seed_2986_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 10:52:26.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 10:52:44.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:00.541 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 10:53:01.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 11:04:32.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:38.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_7/index_5007_seed_10633_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 11:05:42.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:06:01.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:01.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:01.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:21.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_7/index_5007_seed_10634_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 11:07:24.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:07:42.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:56.853 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 11:07:57.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 11:19:23.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:30.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_7/index_1344_seed_2328_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 11:20:33.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:20:53.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:20:53.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:53.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:13.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_7/index_1344_seed_2329_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 11:22:19.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:22:37.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:49.073 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 11:22:50.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.267 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 11:34:20.654 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:26.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_7/index_9979_seed_534_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 11:35:31.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:35:52.375 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:35:52.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:52.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:09.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_7/index_9979_seed_535_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 11:37:14.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:37:32.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:46.998 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 11:37:47.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.737 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 11:50:14.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:22.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_7/index_9935_seed_20263_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 11:51:27.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:51:45.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:45.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:45.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:06.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_7/index_9935_seed_20264_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 11:53:09.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 11:53:28.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:40.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 11:53:41.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 12:05:05.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:14.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_7/index_6917_seed_31836_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 12:06:18.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:06:36.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:36.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:36.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:07:57.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_7/index_6917_seed_31837_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 12:08:03.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:08:23.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.789 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:33.943 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 12:08:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 12:20:00.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:08.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_7/index_6286_seed_11493_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 12:21:13.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:21:33.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:33.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:33.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:22:50.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_7/index_6286_seed_11494_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 12:22:55.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:23:17.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:21.692 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 12:23:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 12:34:53.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:36:00.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_7/index_3682_seed_32177_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 12:36:05.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:36:26.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:26.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:26.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:37:41.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_7/index_3682_seed_32178_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 12:37:46.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:38:04.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:17.128 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 12:38:18.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 12:49:48.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:53.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_7/index_6840_seed_16366_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 12:50:58.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:51:18.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:18.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:18.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:52:35.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_7/index_6840_seed_16367_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 12:52:39.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 12:52:57.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:11.581 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 12:53:12.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 13:04:35.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:41.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_7/index_5812_seed_2512_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 13:05:44.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:06:02.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:02.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:02.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:22.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_7/index_5812_seed_2513_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 13:07:25.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:07:43.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:07:59.840 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 13:08:00.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 13:19:21.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:21.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:28.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_7/index_7835_seed_17672_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 13:20:33.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:20:52.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:20:52.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:52.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:11.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_7/index_7835_seed_17673_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 13:22:15.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:22:33.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:47.019 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 13:22:47.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 13:34:18.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_7/index_4500_seed_10808_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 13:35:28.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:35:48.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:48.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:48.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:09.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_7/index_4500_seed_10809_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 13:37:16.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:37:35.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:48.875 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 13:37:49.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.118 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 13:49:22.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:28.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_7/index_9167_seed_20353_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 13:50:32.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:50:53.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:50:53.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:53.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:15.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_7/index_9167_seed_20354_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 13:52:20.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 13:52:39.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:49.959 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 13:52:50.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 14:04:23.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:23.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:30.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_7/index_977_seed_186_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 14:05:33.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:05:52.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:05:52.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:52.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:14.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_7/index_977_seed_187_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 14:07:17.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:07:35.611 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:48.569 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 14:07:49.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.796 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 14:20:16.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:25.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_7/index_8595_seed_20937_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 14:21:28.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:21:46.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:21:46.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:46.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:09.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_7/index_8595_seed_20938_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 14:23:12.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:23:30.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:42.442 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 14:23:43.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 14:35:11.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:17.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_7/index_3558_seed_20761_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 14:36:20.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:36:38.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:38.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:38.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:37:59.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_7/index_3558_seed_20762_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 14:38:04.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:38:22.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:36.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 14:38:37.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.787 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 14:50:06.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:07.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:07.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:12.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_7/index_5912_seed_4947_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 14:51:17.713 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:51:36.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:36.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:36.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:52:56.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_7/index_5912_seed_4948_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 14:53:01.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 14:53:19.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:32.351 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 14:53:33.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 15:04:59.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:04:59.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:06.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_7/index_9140_seed_25099_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 15:06:10.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:06:28.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:28.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:28.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:07:48.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_7/index_9140_seed_25100_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 15:07:51.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:08:09.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:27.850 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 15:08:28.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 15:20:03.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:09.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_7/index_4340_seed_28843_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 15:21:13.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:21:30.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:30.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:30.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:22:55.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_7/index_4340_seed_28844_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 15:22:58.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:23:18.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:30.523 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 15:23:31.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 15:35:01.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:07.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_7/index_7523_seed_26468_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 15:36:10.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:36:28.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:28.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:28.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:37:46.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_7/index_7523_seed_26469_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 15:37:51.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:38:09.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:20.641 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 15:38:21.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 15:49:48.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:48.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:54.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_7/index_3807_seed_14229_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 15:50:59.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:51:19.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:19.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:19.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:52:39.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_7/index_3807_seed_14230_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 15:52:44.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 15:53:02.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:14.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 15:53:15.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:38.001 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 16:04:39.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:47.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_7/index_3069_seed_10994_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 16:05:52.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:06:10.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:10.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:10.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:07:27.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_7/index_3069_seed_10995_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 16:07:31.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:07:49.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:04.500 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 16:08:05.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 16:19:33.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:41.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_7/index_35_seed_19315_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 16:20:44.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:21:01.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:01.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:01.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:22:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_7/index_35_seed_19316_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 16:22:32.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:22:50.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:04.386 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 16:23:05.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.31s (2.11min) +2026-05-14 16:25:12.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 16:34:33.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:43.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_7/index_5483_seed_8178_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 16:35:48.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:36:07.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:07.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:07.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:37:28.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_7/index_5483_seed_8179_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 16:37:33.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:37:51.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:03.703 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 16:38:04.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.429 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 16:50:28.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:36.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_7/index_8789_seed_4146_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 16:51:41.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:52:00.417 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:52:00.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:52:00.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:20.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_7/index_8789_seed_4147_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 16:53:24.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 16:53:43.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:55.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 16:53:56.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 17:05:21.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:27.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_7/index_6228_seed_10043_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 17:06:30.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:06:48.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:06:48.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:48.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:11.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_7/index_6228_seed_10044_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 17:08:16.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:08:35.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:47.858 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 17:08:48.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 17:20:17.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:17.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:24.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_7/index_9598_seed_3326_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 17:21:28.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:21:46.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:46.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:46.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:12.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_7/index_9598_seed_3327_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 17:23:15.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:23:32.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:48.519 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 17:23:49.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 17:35:19.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:25.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_7/index_1200_seed_5401_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 17:36:28.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:36:46.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:36:46.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:46.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:13.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_7/index_1200_seed_5402_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 17:38:18.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:38:36.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.262 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:54.410 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 17:38:55.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 17:50:23.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:30.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_7/index_7337_seed_30135_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 17:51:34.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:51:51.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:51:51.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:51.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:13.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_7/index_7337_seed_30136_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 17:53:16.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 17:53:34.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:49.576 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 17:53:50.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 18:05:24.857 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:24.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:32.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_7/index_3143_seed_28931_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 18:06:35.463 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:06:53.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:06:53.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:53.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:15.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_7/index_3143_seed_28932_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 18:08:18.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:08:36.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:50.217 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 18:08:51.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 18:20:20.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:29.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_7/index_3927_seed_18865_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 18:21:32.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:21:52.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:21:52.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:52.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:12.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_7/index_3927_seed_18866_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 18:23:19.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:23:42.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:49.516 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 18:23:50.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.612 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:20.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 18:35:21.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:28.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_7/index_553_seed_31676_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 18:36:33.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:36:54.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:36:54.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:54.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:11.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_7/index_553_seed_31677_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 18:38:15.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:38:38.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:46.690 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 18:38:47.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 18:50:16.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:23.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_7/index_7953_seed_26272_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 18:51:28.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:51:49.463 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:51:49.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:49.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:10.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_7/index_7953_seed_26273_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 18:53:15.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 18:53:42.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:46.478 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 18:53:47.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:18.215 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 19:05:19.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:28.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_7/index_8793_seed_4906_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 19:06:32.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:06:56.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:06:56.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:56.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:12.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_7/index_8793_seed_4907_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 19:08:17.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:08:43.213 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:49.561 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 19:08:50.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:22.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:21.412 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 19:21:25.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:33.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_7/index_2260_seed_17990_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 19:22:38.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:23:05.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:23:05.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:23:05.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:19.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_7/index_2260_seed_17991_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 19:24:23.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:24:47.025 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:54.584 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 19:24:55.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 19:36:30.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:31.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:37.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_7/index_8754_seed_1724_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 19:37:42.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:38:06.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:38:06.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:38:06.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:21.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_7/index_8754_seed_1725_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 19:39:26.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:39:49.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:58.249 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 19:39:59.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:34.001 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 19:51:35.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:45.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_7/index_7007_seed_20056_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 19:52:49.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:53:15.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:15.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:15.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:54:28.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_7/index_7007_seed_20057_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 19:54:33.075 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 19:54:58.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:04.597 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 19:55:06.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:36.048 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 20:06:37.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:45.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_7/index_3976_seed_28872_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 20:07:53.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:08:17.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:17.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:17.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:09:30.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_7/index_3976_seed_28873_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 20:09:37.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:10:04.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:07.101 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 20:10:08.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 20:21:40.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:47.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_7/index_2328_seed_5428_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 20:22:54.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:23:19.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:19.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:19.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:24:31.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_7/index_2328_seed_5429_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 20:24:37.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:25:02.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:06.924 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 20:25:08.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 20:36:39.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:40.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:50.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_7/index_2406_seed_9487_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 20:37:54.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:38:20.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:20.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:20.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:39:37.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_7/index_2406_seed_9488_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 20:39:42.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:40:08.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:13.674 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 20:40:14.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 20:51:51.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:51.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:53:00.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_7/index_1110_seed_17881_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 20:53:04.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:53:26.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:26.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:54:44.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_7/index_1110_seed_17882_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 20:54:51.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 20:55:15.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:19.202 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 20:55:20.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 21:06:50.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:57.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_7/index_4574_seed_20402_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 21:08:01.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:08:19.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:19.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:19.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:09:42.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_7/index_4574_seed_20403_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 21:09:46.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:10:04.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:18.684 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 21:10:19.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 21:21:46.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:55.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_7/index_7154_seed_29282_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 21:23:03.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:23:31.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:31.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:31.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:24:44.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_7/index_7154_seed_29283_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 21:24:49.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:25:24.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:24.403 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 21:25:25.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 21:37:19.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:20.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:29.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_7/index_6445_seed_32546_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 21:38:34.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:39:03.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:39:03.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:39:03.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:22.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_7/index_6445_seed_32547_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 21:40:27.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:40:56.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:40:59.909 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 21:41:01.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:53.646 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 21:53:56.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:07.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_7/index_1581_seed_25698_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 21:55:15.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:55:51.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:51.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:51.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:02.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_7/index_1581_seed_25699_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 21:57:07.952 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 21:57:37.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:38.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 21:57:39.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.998 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:36.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 22:09:37.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:48.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_7/index_5208_seed_4959_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 22:10:53.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:11:21.011 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:21.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:21.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:12:38.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_7/index_5208_seed_4960_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 22:12:46.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:13:16.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:16.334 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 22:13:17.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.363 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:13.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 22:25:14.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:26.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_7/index_3473_seed_27839_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 22:26:34.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:27:06.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:27:06.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:27:06.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:18.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_7/index_3473_seed_27840_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 22:28:24.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:28:52.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:54.937 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 22:28:56.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:47.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 22:40:48.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:42:01.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_7/index_3948_seed_31765_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 22:42:06.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:42:34.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:34.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:34.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:43:49.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_7/index_3948_seed_31766_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 22:43:57.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:44:27.125 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:27.161 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 22:44:28.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:15.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 22:56:16.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:29.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_7/index_916_seed_27570_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 22:57:35.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:58:03.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:58:03.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:58:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:17.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_7/index_916_seed_27571_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 22:59:25.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 22:59:53.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:53.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 22:59:54.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 23:11:46.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:58.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_7/index_1900_seed_19828_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 23:13:05.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 23:13:40.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:40.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:40.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:14:50.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_7/index_1900_seed_19829_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 23:14:57.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 23:15:28.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.663 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:31.810 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 23:15:33.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 23:27:19.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:29.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_7/index_2830_seed_20826_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 23:28:37.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 23:29:07.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:29:07.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:29:07.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:30:22.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_7/index_2830_seed_20827_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 23:30:32.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 23:31:03.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:05.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 23:31:07.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 23:42:58.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:58.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:11.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_7/index_5016_seed_13571_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 23:44:18.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 23:44:48.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:48.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:48.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:00.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_7/index_5016_seed_13572_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-14 23:46:07.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-14 23:46:37.775 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:37.847 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-14 23:46:39.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-14 23:58:33.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:45.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_7/index_963_seed_24807_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-14 23:59:52.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 00:00:20.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:20.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:20.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:01:30.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_7/index_963_seed_24808_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 00:01:38.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 00:02:05.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:05.998 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 00:02:07.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 00:13:54.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:06.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_7/index_1671_seed_5782_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 00:15:13.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 00:15:40.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:40.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:40.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:16:56.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_7/index_1671_seed_5783_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 00:17:03.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 00:17:32.766 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:34.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 00:17:35.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:58.684 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 04:07:01.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:01.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:12.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_7/index_4552_seed_30564_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 04:08:17.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:08:47.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:47.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:47.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:02.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_7/index_4552_seed_30565_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 04:10:07.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:10:36.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:39.401 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 04:10:40.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 04:22:35.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:36.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:36.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:47.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_7/index_9860_seed_24701_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 04:23:55.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:24:24.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:24.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:24.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:25:34.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_7/index_9860_seed_24702_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 04:25:40.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:26:13.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:17.783 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 04:26:19.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.316 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.047 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 04:38:14.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:14.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:28.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_7/index_3969_seed_3194_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 04:39:35.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:40:03.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:40:03.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:40:03.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:41:23.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_7/index_3969_seed_3195_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 04:41:30.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:41:59.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 04:42:03.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 04:53:59.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:12.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_7/index_757_seed_18636_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 04:55:18.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:55:45.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:45.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:45.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:04.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_7/index_757_seed_18637_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 04:57:09.345 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 04:57:36.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:39.807 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 04:57:41.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 05:09:30.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:40.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_7/index_1890_seed_31537_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 05:10:45.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:11:18.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:18.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:18.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:12:30.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_7/index_1890_seed_31538_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 05:12:35.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:13:08.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.347 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:10.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 05:13:11.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.787 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 05:25:02.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:14.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_7/index_2974_seed_32061_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 05:26:22.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:26:55.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:55.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:55.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:07.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_7/index_2974_seed_32062_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 05:28:14.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:28:40.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:43.539 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 05:28:45.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 05:40:35.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:48.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_7/index_1498_seed_24468_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 05:41:57.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:42:25.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:25.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:25.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:43:39.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_7/index_1498_seed_24469_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 05:43:47.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:44:17.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:17.128 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 05:44:18.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:12.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 05:56:13.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:25.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_7/index_7927_seed_19208_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 05:57:33.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:58:01.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:58:01.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:58:01.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:16.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_7/index_7927_seed_19209_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 05:59:22.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 05:59:50.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:56.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 05:59:57.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 06:11:54.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:05.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_7/index_6447_seed_18985_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 06:13:11.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 06:13:40.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:40.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:40.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:14:53.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_7/index_6447_seed_18986_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 06:14:58.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 06:15:27.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:31.446 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 06:15:33.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 06:27:30.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:41.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_7/index_6745_seed_29225_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 06:28:47.076 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 06:29:15.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:15.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:15.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:30:27.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_7/index_6745_seed_29226_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 06:30:36.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 06:31:05.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:05.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 06:31:07.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:57.784 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 06:43:59.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:13.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_7/index_9486_seed_30938_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 06:45:19.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 06:45:46.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:46.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:46.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:02.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_7/index_9486_seed_30939_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 06:47:07.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 06:47:36.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.611 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:39.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 06:47:41.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.788 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 06:59:28.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:29.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:42.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_7/index_6879_seed_3090_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 07:00:47.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:01:15.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:15.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:15.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:02:33.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_7/index_6879_seed_3091_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 07:02:41.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:03:08.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.683 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:11.703 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 07:03:13.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 07:15:02.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:03.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:15.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_7/index_2724_seed_4913_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 07:16:21.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:16:48.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:48.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:48.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:02.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_7/index_2724_seed_4914_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 07:18:08.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:18:37.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:39.773 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 07:18:41.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.991 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 07:30:35.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:45.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_7/index_7409_seed_20215_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 07:31:51.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:32:20.463 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:20.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:20.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:33:30.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_7/index_7409_seed_20216_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 07:33:38.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:34:08.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:08.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 07:34:10.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 07:46:00.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:46:00.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:11.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_7/index_8540_seed_23171_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 07:47:18.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:47:45.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:45.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:45.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:03.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_7/index_8540_seed_23172_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 07:49:11.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 07:49:42.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:42.521 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 07:49:44.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.580 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.881 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 08:01:42.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:52.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_7/index_7670_seed_16663_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 08:02:59.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:03:31.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:31.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:31.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:04:41.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_7/index_7670_seed_16664_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 08:04:46.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:05:14.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:16.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 08:05:18.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 08:17:04.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:05.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:14.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_7/index_5616_seed_15284_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 08:18:22.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:18:52.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:52.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:52.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:03.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_7/index_5616_seed_15285_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 08:20:10.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:20:47.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:47.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 08:20:48.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.224 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 08:32:40.702 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:41.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:50.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_7/index_4726_seed_17481_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 08:33:58.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:34:29.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:29.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:29.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:35:41.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_7/index_4726_seed_17482_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 08:35:46.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:36:12.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:21.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 08:36:22.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:16.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 08:48:17.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:30.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_7/index_3764_seed_27036_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 08:49:34.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:50:03.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:50:03.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:50:03.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:51:25.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_7/index_3764_seed_27037_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 08:51:31.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 08:52:01.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.727 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:02.746 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 08:52:04.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 09:04:02.040 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_7/index_174_seed_24803_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 09:05:16.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:05:45.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:45.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:45.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:01.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_7/index_174_seed_24804_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 09:07:06.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:07:35.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 09:07:39.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:35.293 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 09:20:37.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:38.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:47.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_7/index_3147_seed_3837_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 09:21:52.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:22:19.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:19.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:19.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:23:38.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_7/index_3147_seed_3838_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 09:23:44.902 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:24:13.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:14.521 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 09:24:16.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 09:36:13.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:25.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_7/index_3995_seed_22247_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 09:37:31.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:38:00.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:38:00.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:38:00.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:15.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_7/index_3995_seed_22248_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 09:39:22.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:39:52.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:52.959 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 09:39:54.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 09:51:52.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:53:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_7/index_5528_seed_13492_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 09:53:09.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:53:38.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:38.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:38.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:54:47.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_7/index_5528_seed_13493_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 09:54:55.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 09:55:24.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:25.767 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 09:55:27.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 10:07:16.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:16.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:26.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_7/index_8262_seed_20467_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 10:08:34.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:09:07.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:09:07.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:09:07.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:19.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_7/index_8262_seed_20468_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 10:10:27.567 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:10:55.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:56.333 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 10:10:57.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.294 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 10:22:49.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:49.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:50.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:59.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_7/index_9954_seed_21105_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 10:24:07.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:24:36.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:36.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:36.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:25:46.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_7/index_9954_seed_21106_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 10:25:54.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:26:23.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:25.912 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 10:26:27.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:18.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 10:38:19.500 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:29.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_7/index_5790_seed_21180_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 10:39:36.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:40:03.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:40:03.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:40:03.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:15.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_7/index_5790_seed_21181_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 10:41:22.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:41:51.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:53.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 10:41:54.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.682 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 10:53:43.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:43.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:52.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_7/index_8184_seed_3215_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 10:54:57.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:55:26.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:26.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:26.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:56:39.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_7/index_8184_seed_3216_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 10:56:45.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 10:57:13.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:15.153 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 10:57:16.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:05.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 11:09:06.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_7/index_2010_seed_27904_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 11:10:25.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 11:10:52.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:52.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:52.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:04.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_7/index_2010_seed_27905_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 11:12:10.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 11:12:43.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:43.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 11:12:44.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 11:24:35.183 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:45.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_7/index_1680_seed_5280_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 11:25:54.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 11:26:23.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:23.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:23.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:27:38.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_7/index_1680_seed_5281_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 11:27:43.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 11:28:17.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:17.817 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 11:28:19.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:14.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 11:40:15.262 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:26.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_7/index_6919_seed_10358_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 11:41:33.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 11:42:03.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:42:03.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:42:03.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:17.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_7/index_6919_seed_10359_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 11:43:25.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 11:43:54.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:54.193 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 11:43:55.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.053 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:56.056 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 11:56:58.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:09.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_7/index_4568_seed_12975_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 11:58:17.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 11:58:44.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:44.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:44.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:00.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_7/index_4568_seed_12976_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 12:00:08.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 12:00:36.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:36.255 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 12:00:37.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 12:12:27.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:39.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_7/index_2889_seed_16762_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 12:13:45.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 12:14:13.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:14:13.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:14:13.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:15:25.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_7/index_2889_seed_16763_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 12:15:34.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 12:16:03.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:03.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 12:16:04.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 12:27:52.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:05.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_7/index_6314_seed_15606_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 12:29:13.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 12:29:49.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:49.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:49.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:30:59.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_7/index_6314_seed_15607_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 12:31:06.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 12:31:34.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:37.427 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 12:31:39.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.891 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 12:43:28.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:37.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_7/index_8456_seed_5802_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 12:44:44.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 12:45:14.901 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:45:14.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:45:14.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:46:25.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_7/index_8456_seed_5803_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 12:46:33.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 12:47:02.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:04.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 12:47:05.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 12:58:57.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:08.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_7/index_2474_seed_30123_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 13:00:16.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:00:44.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:44.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:44.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:01:56.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_7/index_2474_seed_30124_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 13:02:02.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:02:32.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:35.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 13:02:37.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 13:14:27.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:27.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:38.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_7/index_1328_seed_17157_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 13:15:43.730 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:16:10.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:16:10.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:16:10.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:17:30.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_7/index_1328_seed_17158_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 13:17:39.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:18:07.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:07.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 13:18:09.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 13:30:00.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:01.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:14.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_7/index_7184_seed_16627_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 13:31:22.067 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:31:50.593 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:50.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:50.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:03.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_7/index_7184_seed_16628_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 13:33:11.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:33:39.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:43.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 13:33:45.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 13:45:40.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:53.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_7/index_4149_seed_16936_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 13:46:58.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:47:27.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:27.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:27.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:48:40.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_7/index_4149_seed_16937_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 13:48:48.028 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 13:49:16.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:16.463 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 13:49:17.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 14:01:15.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:15.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:27.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_7/index_2014_seed_16116_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 14:02:35.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:03:02.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:03:02.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:03:02.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:04:24.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_7/index_2014_seed_16117_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 14:04:30.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:05:00.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:01.722 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 14:05:03.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 14:16:54.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:05.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_7/index_2231_seed_8739_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 14:18:10.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:18:42.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:42.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:42.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:19:53.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_7/index_2231_seed_8740_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 14:20:02.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:20:31.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:35.449 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 14:20:36.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:22.425 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 14:33:25.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:39.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_7/index_9781_seed_21766_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 14:34:45.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:35:14.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:35:14.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:35:14.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:36:26.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_7/index_9781_seed_21767_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 14:36:34.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:37:03.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:04.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 14:37:05.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 14:48:49.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:49.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:50:00.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_7/index_7393_seed_16202_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 14:50:08.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:50:36.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:36.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:36.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:51:54.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_7/index_7393_seed_16203_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 14:52:01.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 14:52:35.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:35.618 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 14:52:37.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.887 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 15:04:29.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:29.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:30.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:40.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_7/index_8460_seed_6980_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 15:05:48.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:06:16.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:06:16.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:06:16.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:07:29.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_7/index_8460_seed_6981_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 15:07:36.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:08:06.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:06.897 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 15:08:08.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 15:19:58.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:59.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:10.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_7/index_4214_seed_22601_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 15:21:19.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:21:50.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:50.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:50.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:04.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_7/index_4214_seed_22602_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 15:23:12.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:23:39.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:45.058 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 15:23:46.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 15:35:41.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:53.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_7/index_9772_seed_25036_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 15:37:00.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:37:30.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:30.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:30.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:38:42.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_7/index_9772_seed_25037_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 15:38:49.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:39:23.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:23.585 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 15:39:25.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:12.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 15:51:13.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:14.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:26.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_7/index_618_seed_23458_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 15:52:36.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:53:07.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:53:07.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:53:07.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:19.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_7/index_618_seed_23459_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 15:54:26.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 15:54:56.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:54:58.965 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 15:55:00.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 16:06:52.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:08:03.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_7/index_802_seed_4970_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 16:08:12.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:08:40.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:40.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:40.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:09:59.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_7/index_802_seed_4971_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 16:10:07.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:10:37.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:37.714 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 16:10:39.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 16:22:35.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:35.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:45.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_7/index_2699_seed_29035_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 16:23:53.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:24:21.713 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:21.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:21.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:25:30.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_7/index_2699_seed_29036_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 16:25:38.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:26:07.958 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:13.856 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 16:26:15.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 16:38:10.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:20.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_7/index_8472_seed_22578_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 16:39:27.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:39:54.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:54.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:54.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:09.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_7/index_8472_seed_22579_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 16:41:15.990 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:41:53.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:53.677 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 16:41:55.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.787 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 16:53:43.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:43.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:54.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_7/index_389_seed_31813_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 16:55:02.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:55:36.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:36.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:36.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:56:46.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_7/index_389_seed_31814_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 16:56:58.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 16:57:28.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:28.940 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 16:57:30.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:19.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:26.389 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 17:10:34.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:48.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_7/index_9356_seed_27685_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 17:11:56.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 17:12:27.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:27.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:27.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:13:38.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_7/index_9356_seed_27686_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 17:13:45.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 17:14:13.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.036 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:15.060 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 17:14:16.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:01.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 17:26:02.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:14.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_7/index_4855_seed_17906_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 17:27:21.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 17:27:49.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:49.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:49.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:04.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_7/index_4855_seed_17907_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 17:29:10.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 17:29:39.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:40.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 17:29:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 17:41:33.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:44.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_7/index_4762_seed_24424_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 17:42:49.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 17:43:17.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:17.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:17.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:44:34.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_7/index_4762_seed_24425_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 17:44:43.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 17:45:12.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:13.469 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 17:45:14.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 17:57:00.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:01.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:11.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_7/index_9071_seed_22609_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 17:58:16.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 17:58:45.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:45.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:45.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:03.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_7/index_9071_seed_22610_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 18:00:11.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 18:00:41.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:41.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 18:00:43.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 18:12:37.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:50.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_7/index_1606_seed_5386_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 18:13:59.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 18:14:31.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:31.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:31.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:15:44.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_7/index_1606_seed_5387_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 18:15:51.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 18:16:19.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:24.885 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 18:16:26.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 18:28:25.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:37.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_7/index_5182_seed_4307_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 18:29:42.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 18:30:12.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:30:12.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:30:12.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:31:24.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_7/index_5182_seed_4308_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 18:31:30.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 18:31:58.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:01.988 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 18:32:03.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:57.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 18:43:58.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:09.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_7/index_3253_seed_11766_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 18:45:14.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 18:45:42.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:42.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:42.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:46:57.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_7/index_3253_seed_11767_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 18:47:03.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 18:47:30.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:36.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 18:47:37.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 18:59:31.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:31.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:32.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:43.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_7/index_519_seed_24985_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 19:00:51.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:01:19.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:19.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:19.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:02:30.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_7/index_519_seed_24986_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 19:02:37.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:03:10.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:10.965 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 19:03:12.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 19:15:08.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:08.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:19.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_7/index_719_seed_21097_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 19:16:27.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:16:58.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:58.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:58.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:11.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_7/index_719_seed_21098_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 19:18:17.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:18:44.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:49.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 19:18:50.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 19:30:46.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:58.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_7/index_8826_seed_21328_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 19:32:04.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:32:37.902 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:37.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:37.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:33:48.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_7/index_8826_seed_21329_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 19:33:53.713 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:34:22.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:30.218 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 19:34:31.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:30.605 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 19:47:37.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:50.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_7/index_4954_seed_17492_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 19:48:55.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:49:21.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:21.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:21.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:50:38.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_7/index_4954_seed_17493_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 19:50:43.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 19:51:10.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:16.673 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 19:51:18.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.685 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 20:03:08.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:09.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:22.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_7/index_1113_seed_17969_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 20:04:27.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:04:55.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:55.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:55.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:14.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_7/index_1113_seed_17970_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 20:06:22.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:06:49.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:54.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 20:06:55.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 20:18:46.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:47.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:57.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_7/index_6472_seed_29922_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 20:20:05.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:20:34.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:34.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:34.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:21:47.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_7/index_6472_seed_29923_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 20:21:55.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:22:24.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:27.249 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 20:22:28.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 20:34:18.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:28.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_7/index_593_seed_6177_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 20:35:35.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:36:04.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:36:04.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:36:04.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:18.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_7/index_593_seed_6178_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 20:37:25.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:37:55.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:58.038 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 20:37:59.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 20:49:53.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:08.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_7/index_1120_seed_26146_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 20:51:13.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:51:41.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:41.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:41.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:52:53.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_7/index_1120_seed_26147_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 20:53:00.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 20:53:30.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:34.317 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 20:53:35.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 21:05:31.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:32.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:46.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_7/index_2531_seed_31955_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 21:06:52.654 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:07:20.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:20.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:20.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:08:35.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_7/index_2531_seed_31956_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 21:08:43.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:09:11.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:12.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 21:09:14.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.671 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 21:21:04.028 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:04.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:16.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_7/index_9790_seed_1909_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 21:22:24.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:22:52.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:52.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:52.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:04.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_7/index_9790_seed_1910_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 21:24:11.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:24:45.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:45.151 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 21:24:46.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 21:36:42.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:43.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:53.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_7/index_9390_seed_14927_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 21:37:59.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:38:30.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:30.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:30.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:39:46.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_7/index_9390_seed_14928_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 21:39:52.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:40:21.198 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:25.343 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 21:40:26.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 21:52:19.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:30.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_7/index_6774_seed_27076_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 21:53:38.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:54:05.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:54:05.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:54:05.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:18.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_7/index_6774_seed_27077_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 21:55:24.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 21:55:53.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:56.136 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 21:55:57.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:52.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 22:07:53.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_7/index_8997_seed_9480_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 22:09:12.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:09:40.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:41.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:41.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:10:52.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_7/index_8997_seed_9481_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 22:11:00.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:11:35.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:35.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 22:11:36.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.082 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:30.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:30.189 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 22:24:33.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:45.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_7/index_1093_seed_11780_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 22:25:53.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:26:22.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:22.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:22.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:27:34.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_7/index_1093_seed_11781_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 22:27:42.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:28:11.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:11.834 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 22:28:13.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.508 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.961 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 22:40:01.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:12.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_7/index_4213_seed_14807_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 22:41:18.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:41:47.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:47.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:47.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:02.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_7/index_4213_seed_14808_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 22:43:07.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:43:36.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:38.768 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 22:43:40.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 22:55:34.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:34.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:45.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_7/index_4360_seed_18429_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 22:56:52.031 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:57:20.901 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:20.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:20.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:58:31.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_7/index_4360_seed_18430_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 22:58:36.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 22:59:05.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:09.980 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 22:59:11.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.566 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 23:11:03.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:15.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_7/index_4528_seed_6173_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 23:12:23.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 23:12:51.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:51.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:51.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:02.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_7/index_4528_seed_6174_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 23:14:09.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 23:14:38.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:42.218 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 23:14:43.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 23:26:29.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:41.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_7/index_9593_seed_9582_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 23:27:50.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 23:28:21.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:21.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:21.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:29:34.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_7/index_9593_seed_9583_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 23:29:42.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 23:30:10.766 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:10.801 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 23:30:12.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 23:42:01.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:01.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:02.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:12.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_7/index_385_seed_14107_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 23:43:19.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 23:43:52.234 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:52.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:52.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:03.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_7/index_385_seed_14108_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-15 23:45:11.593 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 23:45:39.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:40.587 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-15 23:45:41.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-15 23:57:35.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:47.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_7/index_1343_seed_6845_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-15 23:58:52.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-15 23:59:24.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:24.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:24.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:00:36.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_7/index_1343_seed_6846_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 00:00:44.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 00:01:13.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:13.379 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 00:01:14.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.960 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 00:13:11.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:11.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:23.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_7/index_8895_seed_30451_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 00:14:30.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 00:14:59.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:14:59.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:59.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:18.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_7/index_8895_seed_30452_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 00:16:26.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 00:16:55.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:55.420 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 00:16:57.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 00:28:50.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:30:03.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_7/index_2180_seed_24089_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 00:30:11.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 00:30:39.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:39.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:31:52.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_7/index_2180_seed_24090_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 00:31:59.024 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 00:32:35.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:35.482 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 00:32:37.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 00:44:29.155 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:36.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_7/index_8487_seed_26424_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 00:45:40.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 00:45:57.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:45:57.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:57.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:47:23.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_7/index_8487_seed_26425_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 00:47:28.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 00:47:46.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:02.690 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 00:48:03.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:33.112 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 01:00:39.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:49.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_7/index_4535_seed_23204_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 01:01:52.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:02:10.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:10.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:10.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:03:35.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_7/index_4535_seed_23205_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 01:03:38.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:03:56.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:13.219 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 01:04:14.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 01:15:49.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:56.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_7/index_4628_seed_4691_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 01:17:02.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:17:20.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:20.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:20.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:18:41.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_7/index_4628_seed_4692_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 01:18:46.040 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:19:04.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:19.209 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 01:19:20.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 01:30:51.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:59.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_7/index_4326_seed_16042_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 01:32:04.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:32:22.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:22.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:22.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:33:46.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_7/index_4326_seed_16043_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 01:33:50.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:34:08.601 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:22.751 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 01:34:23.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 01:45:58.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:58.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:05.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_7/index_8893_seed_11305_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 01:47:10.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:47:28.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:28.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:28.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:48:54.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_7/index_8893_seed_11306_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 01:48:59.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 01:49:19.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:27.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 01:49:28.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 02:01:02.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:10.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_7/index_5666_seed_21599_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 02:02:15.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:02:33.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:33.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:33.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:03:58.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_7/index_5666_seed_21600_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 02:04:03.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:04:21.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:36.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 02:04:37.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 02:16:16.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:17.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:25.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_7/index_1597_seed_20890_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 02:17:29.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:17:47.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:17:47.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:47.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:12.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_7/index_1597_seed_20891_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 02:19:17.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:19:35.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:52.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 02:19:53.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 02:31:31.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:38.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_7/index_5834_seed_6011_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 02:32:41.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:33:00.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:00.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:00.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:34:24.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_7/index_5834_seed_6012_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 02:34:27.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:34:45.457 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:05.624 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 02:35:06.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 02:46:41.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:50.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_7/index_8722_seed_5854_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 02:47:53.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:48:11.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:11.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:11.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:49:41.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_7/index_8722_seed_5855_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 02:49:46.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 02:50:04.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:18.584 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 02:50:19.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 03:01:53.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:03:00.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_7/index_5286_seed_24884_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 03:03:04.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:03:22.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:22.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:22.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:04:49.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_7/index_5286_seed_24885_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 03:04:52.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:05:10.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:30.418 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 03:05:31.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.078 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 03:17:09.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_7/index_5040_seed_27499_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 03:18:23.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:18:41.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:41.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:41.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:01.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_7/index_5040_seed_27500_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 03:20:05.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:20:23.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:41.103 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 03:20:41.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.704 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.515 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 03:33:27.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:39.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_7/index_4005_seed_15155_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 03:34:43.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:35:01.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:01.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:01.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:36:29.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_7/index_4005_seed_15156_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 03:36:32.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:36:50.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:08.046 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 03:37:08.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 03:48:43.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:53.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_7/index_8768_seed_31590_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 03:49:56.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:50:13.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:13.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:13.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:51:40.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_7/index_8768_seed_31591_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 03:51:46.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 03:52:03.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:19.707 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 03:52:20.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 04:03:52.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:05:00.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_7/index_5005_seed_24971_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 04:05:05.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:05:23.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:23.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:23.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:06:45.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_7/index_5005_seed_24972_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 04:06:48.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:07:06.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:23.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 04:07:23.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 04:19:03.779 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:11.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_7/index_4284_seed_3222_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 04:20:17.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:20:34.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:34.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:34.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:21:59.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_7/index_4284_seed_3223_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 04:22:03.024 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:22:20.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:37.604 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 04:22:38.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 04:34:18.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:27.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_7/index_8437_seed_6173_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 04:35:32.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:35:50.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:35:50.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:50.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:17.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_7/index_8437_seed_6174_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 04:37:21.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:37:39.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:55.055 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 04:37:55.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.712 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 04:49:31.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:39.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_7/index_6498_seed_18720_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 04:50:43.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:51:01.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:01.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:01.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:22.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_7/index_6498_seed_18721_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 04:52:27.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 04:52:45.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:58.589 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 04:52:59.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 05:04:32.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:38.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_7/index_2172_seed_31384_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 05:05:43.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:06:01.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:06:01.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:06:01.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:17.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_7/index_2172_seed_31385_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 05:07:22.350 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:07:40.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:51.999 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 05:07:53.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 05:19:17.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:22.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_7/index_4804_seed_23343_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 05:20:26.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:20:43.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:43.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:43.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:07.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_7/index_4804_seed_23344_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 05:22:12.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:22:30.775 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:45.285 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 05:22:46.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 05:34:05.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:10.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_7/index_7833_seed_18317_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 05:35:15.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:35:32.958 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:32.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:32.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:36:46.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_7/index_7833_seed_18318_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 05:36:50.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:37:08.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:18.266 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 05:37:19.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 05:48:28.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:33.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_7/index_3602_seed_21851_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 05:49:36.298 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:49:53.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:49:53.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:53.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:09.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_7/index_3602_seed_21852_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 05:51:15.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 05:51:32.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:37.624 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 05:51:38.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 28, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.229 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 28, dp_rank 14: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=0 +2026-05-16 09:33:01.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:04.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_7/index_9459_seed_31787_dp_14_rank_28_sample_0_slot_0.mp4 +2026-05-16 09:34:08.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 09:34:25.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:25.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 28 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:25.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 28 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:34.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 28: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_7/index_9459_seed_31788_dp_14_rank_28_sample_1_slot_1.mp4 +2026-05-16 09:35:38.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:4 for reward scoring. +2026-05-16 09:35:55.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 28: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:35:59.297 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 28 saved 4 entries for group 7 +2026-05-16 09:36:00.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 28: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 28: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 28, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_30.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_30.log new file mode 100644 index 0000000000000000000000000000000000000000..26b89f8ec52b8e20a299d2cce5a744043b913006 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_30.log @@ -0,0 +1,5450 @@ +2026-05-12 18:36:51.015 | INFO | __main__:__init__:824 - [RewardDebug] VLM reward active: model=snapvideo_vlm, path=/nfs/ywang29/ckpts/Qwen3.5-9B, family=qwen3_5, score_type=token_credit, num_frames=20, max_pixels=50176 +2026-05-12 18:36:51.943 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:36:51.948 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 18:41:36.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:36.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:36.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:02.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_7/index_7599_seed_8268_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 18:43:07.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:43:29.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:29.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:29.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:44:42.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_7/index_7599_seed_8269_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 18:44:47.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:45:09.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 18:45:27.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 30, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 18:57:11.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:57:11.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:22.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_7/index_9764_seed_19709_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 18:58:28.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:58:49.183 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:58:49.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:49.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:01.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_7/index_9764_seed_19710_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 19:00:07.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:00:30.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:00:36.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 19:11:54.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:11:54.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:03.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_7/index_4618_seed_27259_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 19:13:09.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:13:29.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:13:29.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:29.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:14:44.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_7/index_4618_seed_27260_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 19:14:50.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:15:14.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:15:16.667 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:15:18.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.047 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 19:26:37.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:26:37.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:46.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_7/index_9149_seed_30245_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 19:27:52.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:28:12.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:28:12.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:28:12.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:29:24.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_7/index_9149_seed_30246_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 19:29:29.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:29:51.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:30:01.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 19:41:18.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:41:18.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:26.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_7/index_8338_seed_31413_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 19:42:33.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:42:53.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:42:53.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:53.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:10.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_7/index_8338_seed_31414_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 19:44:14.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:44:35.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:44:43.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 19:56:06.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:56:06.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:07.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:14.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_7/index_3286_seed_20133_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 19:57:21.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:57:44.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:57:44.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:44.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:58:52.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_7/index_3286_seed_20134_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 19:58:58.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:59:24.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:59:28.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 20:10:47.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:10:48.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:56.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_7/index_2712_seed_22677_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 20:12:00.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:12:24.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:12:24.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:12:24.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:13:36.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_7/index_2712_seed_22678_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 20:13:40.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:14:03.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:14:11.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 20:25:29.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:25:29.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:38.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_7/index_9335_seed_32633_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 20:26:45.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:27:07.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:27:07.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:27:07.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:24.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_7/index_9335_seed_32634_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 20:28:31.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:28:54.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:29:00.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 20:40:22.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:40:22.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:30.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_7/index_9763_seed_21218_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 20:41:35.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:41:55.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:41:55.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:55.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:11.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_7/index_9763_seed_21219_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 20:43:16.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:43:41.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:43:46.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 20:55:11.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:55:12.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:12.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:20.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_7/index_9813_seed_26729_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 20:56:26.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:56:49.125 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:56:49.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:49.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:00.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_7/index_9813_seed_26730_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 20:58:05.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:58:31.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:58:36.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.410 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:47.913 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 21:10:50.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:10:50.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:12:01.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_7/index_1435_seed_11864_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 21:12:06.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:12:30.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:12:30.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:12:30.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:13:43.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_7/index_1435_seed_11865_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 21:13:50.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:14:11.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:14:16.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.943 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 21:25:34.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:25:34.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:43.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_7/index_3839_seed_16054_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 21:26:50.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:27:13.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:27:13.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:27:13.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:28:26.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_7/index_3839_seed_16055_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 21:28:31.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:28:56.098 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:29:02.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.851 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 21:40:24.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:40:24.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:33.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_7/index_8397_seed_23663_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 21:41:37.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:41:59.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:41:59.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:59.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:16.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_7/index_8397_seed_23664_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 21:43:20.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:43:40.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:43:52.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 21:55:16.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:55:16.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:24.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_7/index_4505_seed_26750_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 21:56:29.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:56:50.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:56:50.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:50.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:08.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_7/index_4505_seed_26751_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 21:58:13.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:58:37.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:58:41.432 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:58:42.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 22:10:05.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:10:05.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:13.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_7/index_6678_seed_31786_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 22:11:18.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:11:39.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:11:39.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:39.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:12:57.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_7/index_6678_seed_31787_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 22:13:02.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:13:25.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:13:32.001 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:13:33.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 22:25:00.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:25:00.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:01.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:12.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_7/index_9584_seed_9623_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 22:26:16.925 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:26:42.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:26:42.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:42.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:27:58.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_7/index_9584_seed_9624_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 22:28:03.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:28:28.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:28:32.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 22:39:58.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:39:58.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:59.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:08.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_7/index_8728_seed_3855_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 22:41:13.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:41:31.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:41:31.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:31.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:42:48.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_7/index_8728_seed_3856_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 22:42:52.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:43:10.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:43:24.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 22:54:43.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:54:43.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:50.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_7/index_8287_seed_15156_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 22:55:55.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:56:13.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:56:13.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:56:13.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:57:32.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_7/index_8287_seed_15157_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 22:57:35.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:57:53.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:58:08.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 23:09:27.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:09:27.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:34.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_7/index_2825_seed_30780_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 23:10:38.445 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:10:57.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:10:57.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:57.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:19.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_7/index_2825_seed_30781_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 23:12:22.611 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:12:42.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:12:52.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 23:24:14.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:24:14.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:22.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_7/index_3009_seed_26887_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 23:25:25.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:25:44.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:25:44.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:44.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:08.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_7/index_3009_seed_26888_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 23:27:11.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:27:30.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:27:42.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.358 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 23:39:57.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:39:57.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:06.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_7/index_8665_seed_15913_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 23:41:12.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:41:29.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:41:29.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:29.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:42:42.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_7/index_8665_seed_15914_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 23:42:46.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:43:05.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:43:17.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-12 23:54:35.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:54:35.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:42.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_7/index_9748_seed_6102_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-12 23:55:45.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:56:03.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:56:03.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:56:03.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:25.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_7/index_9748_seed_6103_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-12 23:57:28.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:57:46.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:58:01.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 00:09:19.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:09:19.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:27.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_7/index_980_seed_30195_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 00:10:32.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:10:50.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:10:50.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:50.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:12.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_7/index_980_seed_30196_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 00:12:16.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:12:34.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:12:51.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 00:24:13.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:24:13.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:21.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_7/index_6384_seed_29770_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 00:25:25.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:25:43.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:25:43.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:43.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:00.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_7/index_6384_seed_29771_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 00:27:05.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:27:24.031 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:27:35.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 00:38:56.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:38:56.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:05.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_7/index_3392_seed_29720_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 00:40:10.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:40:27.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:40:27.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:27.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:41:46.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_7/index_3392_seed_29721_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 00:41:49.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:42:08.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:42:20.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.651 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 00:53:40.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:53:40.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:47.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_7/index_6896_seed_8722_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 00:54:53.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:55:11.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:55:11.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:55:11.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:56:27.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_7/index_6896_seed_8723_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 00:56:32.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:56:50.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:57:03.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.968 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 01:08:24.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:08:24.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:31.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_7/index_4002_seed_18278_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 01:09:35.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:09:53.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:09:53.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:53.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:15.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_7/index_4002_seed_18279_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 01:11:18.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:11:37.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:11:50.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 01:23:09.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:23:09.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:17.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_7/index_7479_seed_26138_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 01:24:21.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:24:39.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:24:39.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:39.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:25:59.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_7/index_7479_seed_26139_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 01:26:02.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:26:20.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:26:34.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 01:37:56.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:37:56.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:04.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_7/index_5718_seed_11902_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 01:39:09.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:39:27.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:39:27.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:27.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:40:42.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_7/index_5718_seed_11903_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 01:40:45.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:41:04.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:41:15.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 01:52:32.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:52:33.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:40.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_7/index_4247_seed_11174_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 01:53:45.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:54:03.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:54:03.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:54:03.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:20.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_7/index_4247_seed_11175_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 01:55:23.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:55:42.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:55:57.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:07.124 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 02:08:12.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:08:12.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:21.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_7/index_1115_seed_27294_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 02:09:26.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:09:42.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:09:42.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:42.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:01.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_7/index_1115_seed_27295_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 02:11:06.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:11:22.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:11:35.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 02:23:03.552 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:23:03.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:11.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_7/index_5156_seed_19056_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 02:24:15.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:24:32.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:24:32.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:32.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:25:55.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_7/index_5156_seed_19057_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 02:26:00.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:26:17.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:26:29.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.107 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 02:37:46.259 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:37:46.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:54.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_7/index_8255_seed_16742_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 02:38:57.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:39:15.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:39:15.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:39:15.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:40:43.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_7/index_8255_seed_16743_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 02:40:48.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:41:05.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:41:18.001 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:41:19.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 02:52:31.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:52:31.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:39.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_7/index_1567_seed_29390_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 02:53:43.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:54:01.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:54:01.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:54:01.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:23.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_7/index_1567_seed_29391_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 02:55:26.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:55:44.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:56:00.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 03:07:25.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:07:25.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:33.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_7/index_4110_seed_23551_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 03:08:38.779 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:08:55.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:08:55.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:55.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:17.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_7/index_4110_seed_23552_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 03:10:22.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:10:39.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:10:54.565 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:10:55.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 03:22:21.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:22:21.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:30.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_7/index_9612_seed_1511_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 03:23:34.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:23:52.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:23:52.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:52.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:16.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_7/index_9612_seed_1512_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 03:25:21.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:25:38.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:25:53.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 03:37:17.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:37:17.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:25.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_7/index_9993_seed_20996_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 03:38:29.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:38:47.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:38:47.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:47.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:13.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_7/index_9993_seed_20997_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 03:40:16.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:40:34.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:40:49.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 03:52:08.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:52:09.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:16.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4567_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 03:53:20.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:53:37.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:53:37.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:37.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:54:58.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4568_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 03:55:02.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:55:19.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:55:36.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:55:37.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 04:07:04.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:07:04.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:12.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_7/index_2559_seed_1509_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 04:08:17.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:08:34.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:08:34.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:34.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:09:56.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_7/index_2559_seed_1510_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 04:10:00.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:10:18.730 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:10:32.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 04:22:01.512 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:22:01.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:09.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_7/index_3930_seed_13382_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 04:23:14.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:23:31.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:23:31.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:31.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:24:51.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_7/index_3930_seed_13383_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 04:24:55.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:25:12.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:25:27.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.758 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.643 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 04:37:42.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:37:42.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:51.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_7/index_6349_seed_21467_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 04:38:55.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:39:12.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:39:12.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:39:12.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:40:31.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_7/index_6349_seed_21468_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 04:40:34.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:40:51.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:41:07.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.757 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 04:52:24.602 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:52:24.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:34.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_7/index_1241_seed_13761_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 04:53:37.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:53:54.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:53:54.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:54.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:18.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_7/index_1241_seed_13762_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 04:55:24.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:55:40.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:55:49.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 05:07:10.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:07:10.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:19.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_7/index_1454_seed_29056_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 05:08:24.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:08:42.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:08:42.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:42.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:09:59.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_7/index_1454_seed_29057_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 05:10:03.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:10:21.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:10:32.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 05:22:01.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:22:01.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:10.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_7/index_3572_seed_3091_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 05:23:18.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:23:40.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:23:40.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:40.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:24:52.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_7/index_3572_seed_3092_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 05:24:56.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:25:15.908 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:25:26.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.290 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 05:36:45.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:36:45.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:54.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_7/index_8774_seed_17449_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 05:37:58.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:38:18.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:38:18.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:38:18.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:39:37.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_7/index_8774_seed_17450_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 05:39:42.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:40:00.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:40:12.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 05:51:27.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:51:27.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:35.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_7/index_8755_seed_21606_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 05:52:39.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:52:58.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:52:58.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:58.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:17.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_7/index_8755_seed_21607_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 05:54:21.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:54:39.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:54:53.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 06:06:15.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:06:15.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:23.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_7/index_220_seed_12922_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 06:07:28.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:07:47.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:07:47.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:47.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:08.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_7/index_220_seed_12923_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 06:09:13.809 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:09:31.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:09:43.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.415 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 06:21:04.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:21:04.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:12.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_7/index_8301_seed_4156_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 06:22:17.017 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:22:38.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:22:38.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:38.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:23:53.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_7/index_8301_seed_4157_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 06:23:58.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:24:19.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:24:27.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 06:35:45.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:35:45.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:46.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:53.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_7/index_319_seed_10821_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 06:36:57.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:37:14.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:37:14.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:37:14.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:38:33.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_7/index_319_seed_10822_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 06:38:39.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:39:01.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:39:07.206 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:39:08.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:32.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 06:50:33.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:50:33.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:42.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_7/index_9039_seed_23559_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 06:51:48.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:52:14.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:52:14.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:52:14.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:53:24.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_7/index_9039_seed_23560_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 06:53:28.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:53:49.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:54:01.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:18.203 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 07:06:23.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:06:23.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:36.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_7/index_5162_seed_10640_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 07:07:42.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:08:02.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:08:02.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:08:02.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:22.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_7/index_5162_seed_10641_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 07:09:28.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:09:51.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:09:56.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:21.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 07:21:22.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:21:22.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:30.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_7/index_461_seed_27681_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 07:22:35.670 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:22:55.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:22:55.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:55.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:12.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_7/index_461_seed_27682_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 07:24:17.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:24:38.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:24:48.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.421 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 07:36:08.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:36:08.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:17.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_7/index_885_seed_21558_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 07:37:21.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:37:43.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:37:43.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:43.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:38:58.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_7/index_885_seed_21559_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 07:39:03.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:39:23.345 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:39:33.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 07:50:52.593 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:50:52.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:52:00.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_7/index_4701_seed_3971_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 07:52:06.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:52:28.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:52:28.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:52:28.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:53:45.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_7/index_4701_seed_3972_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 07:53:50.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:54:11.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:54:22.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.990 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 08:05:41.990 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:05:42.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_7/index_6946_seed_27634_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 08:06:54.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:07:18.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:07:18.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:07:18.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:08:29.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_7/index_6946_seed_27635_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 08:08:34.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:08:54.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:09:03.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.184 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 08:20:24.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:20:24.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:33.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_7/index_6874_seed_29260_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 08:21:41.061 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:22:01.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:22:01.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:22:01.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:14.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_7/index_6874_seed_29261_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 08:23:18.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:23:38.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:23:45.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 08:35:06.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:35:06.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:15.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_7/index_5754_seed_25261_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 08:36:20.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:36:42.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:36:42.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:42.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:37:58.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_7/index_5754_seed_25262_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 08:38:03.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:38:22.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:38:32.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 08:49:59.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:50:00.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:08.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_7/index_9633_seed_23393_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 08:51:13.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:51:36.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:51:36.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:36.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:52:48.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_7/index_9633_seed_23394_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 08:52:53.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:53:15.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:53:26.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 09:04:47.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:04:47.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:48.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:56.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_7/index_1219_seed_3085_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 09:06:02.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:06:23.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:06:23.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:06:23.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:07:38.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_7/index_1219_seed_3086_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 09:07:44.925 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:08:03.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:08:13.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 09:19:31.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:19:31.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:40.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_7/index_958_seed_29500_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 09:20:45.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:21:05.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:21:05.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:21:05.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:22:25.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_7/index_958_seed_29501_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 09:22:29.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:22:49.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:23:01.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:11.006 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 09:35:14.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:35:14.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:26.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_7/index_6082_seed_11622_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 09:36:30.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:36:49.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:36:49.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:49.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:12.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_7/index_6082_seed_11623_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 09:38:16.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:38:36.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:38:48.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 09:50:11.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:50:11.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:20.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_7/index_3018_seed_25251_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 09:51:24.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:51:45.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:51:45.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:45.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:00.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_7/index_3018_seed_25252_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 09:53:05.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:53:27.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:53:36.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 10:05:03.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:05:03.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:13.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_7/index_9347_seed_1920_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 10:06:17.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:06:37.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:06:37.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:37.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:07:58.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_7/index_9347_seed_1921_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 10:08:02.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:08:23.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:08:31.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 10:19:49.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:19:49.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:58.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_7/index_6248_seed_27866_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 10:21:03.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:21:24.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:21:24.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:21:24.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:22:44.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_7/index_6248_seed_27867_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 10:22:48.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:23:10.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:23:15.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:23:16.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 10:34:38.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:34:38.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:46.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_7/index_9334_seed_26019_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 10:35:49.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:36:09.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:36:09.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:36:09.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:37:29.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_7/index_9334_seed_26020_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 10:37:33.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:37:54.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:38:04.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:38:05.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.976 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 10:49:27.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:49:27.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:38.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_7/index_9382_seed_28304_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 10:50:41.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:51:01.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:51:01.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:51:01.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:21.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_7/index_9382_seed_28305_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 10:52:24.857 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:52:43.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:52:53.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 11:04:14.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:04:15.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:23.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_7/index_2001_seed_17928_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 11:05:30.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:05:52.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:05:52.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:52.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:10.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_7/index_2001_seed_17929_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 11:07:17.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:07:41.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:07:44.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 11:19:03.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:19:03.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:12.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_7/index_6448_seed_14524_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 11:20:17.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:20:37.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:20:37.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:37.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:21:55.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_7/index_6448_seed_14525_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 11:22:00.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:22:24.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:22:30.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 11:33:53.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:33:53.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:04.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_7/index_8843_seed_24265_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 11:35:10.654 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:35:33.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:35:33.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:33.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:36:45.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_7/index_8843_seed_24266_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 11:36:51.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:37:11.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:37:22.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 11:48:46.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:48:46.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:55.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_7/index_6290_seed_16748_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 11:50:00.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:50:25.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:50:25.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:50:25.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:51:36.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_7/index_6290_seed_16749_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 11:51:42.978 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:52:03.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:52:09.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:20.871 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 12:04:30.053 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:04:30.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:42.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_7/index_1640_seed_923_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 12:05:47.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:06:04.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:06:04.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:06:04.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:24.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_7/index_1640_seed_924_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 12:07:28.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:07:47.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:08:00.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 12:19:22.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:19:23.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:30.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_7/index_9153_seed_3718_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 12:20:35.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:20:54.155 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:20:54.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:54.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:14.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_7/index_9153_seed_3719_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 12:22:19.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:22:38.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:22:50.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 12:34:12.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:34:12.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:20.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_7/index_5665_seed_22732_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 12:35:24.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:35:47.493 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:35:47.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:47.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:36:59.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_7/index_5665_seed_22733_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 12:37:04.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:37:22.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:37:35.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 12:49:00.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:49:00.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:01.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:09.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_7/index_6858_seed_6954_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 12:50:13.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:50:34.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:50:34.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:34.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:51:48.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_7/index_6858_seed_6955_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 12:51:54.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:52:11.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:52:24.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 13:03:44.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:03:44.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:52.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_7/index_5502_seed_3132_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 13:04:57.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:05:16.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:05:16.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:05:16.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:06:39.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_7/index_5502_seed_3133_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 13:06:43.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:07:03.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:07:14.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 13:18:34.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:18:34.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:43.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_7/index_6863_seed_12044_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 13:19:49.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:20:07.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:20:07.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:20:07.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:21:29.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_7/index_6863_seed_12045_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 13:21:35.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:21:54.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:22:07.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 13:33:28.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:33:29.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:29.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:36.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_7/index_4184_seed_3113_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 13:34:41.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:35:00.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:35:00.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:35:00.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:20.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_7/index_4184_seed_3114_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 13:36:25.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:36:45.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:36:52.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 13:48:12.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:48:12.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:21.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_7/index_8938_seed_15553_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 13:49:26.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:49:48.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:49:48.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:48.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:02.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_7/index_8938_seed_15554_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 13:51:07.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:51:26.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:51:37.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 14:03:00.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:03:00.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:01.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:10.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_7/index_9727_seed_18008_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 14:04:15.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:04:35.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:04:35.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:35.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:05:50.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_7/index_9727_seed_18009_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 14:05:55.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:06:16.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:06:23.340 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:06:24.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 14:17:49.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:17:49.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:58.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_7/index_3920_seed_15938_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 14:19:03.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:19:23.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:19:23.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:19:23.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:20:37.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_7/index_3920_seed_15939_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 14:20:44.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:21:06.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:21:13.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:22.846 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 14:33:26.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:33:26.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:37.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_7/index_2621_seed_10019_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 14:34:42.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:35:02.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:35:02.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:35:02.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:20.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_7/index_2621_seed_10020_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 14:36:25.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:36:47.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:36:53.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.612 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 14:48:16.698 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:48:16.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:27.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_7/index_8865_seed_16006_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 14:49:33.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:49:52.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:49:52.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:52.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:11.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_7/index_8865_seed_16007_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 14:51:17.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:51:39.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:51:47.410 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:51:48.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 15:03:11.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:03:11.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:20.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_7/index_940_seed_6157_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 15:04:26.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:04:46.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:04:46.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:46.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:01.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_7/index_940_seed_6158_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 15:06:08.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:06:28.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:06:36.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 15:18:01.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:18:01.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:11.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_7/index_4977_seed_16400_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 15:19:17.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:19:40.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:19:40.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:40.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:20:53.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_7/index_4977_seed_16401_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 15:20:59.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:21:24.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:21:28.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.387 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 15:32:52.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:32:52.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:53.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:34:02.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_7/index_6200_seed_4439_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 15:34:07.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:34:28.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:34:28.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:34:28.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:35:46.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_7/index_6200_seed_4440_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 15:35:52.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:36:11.057 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:36:20.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 15:47:43.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:47:43.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:52.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_7/index_1316_seed_392_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 15:48:57.187 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:49:18.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:49:18.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:49:18.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:50:32.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_7/index_1316_seed_393_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 15:50:39.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:51:03.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:51:06.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 16:02:30.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:02:30.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:39.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_7/index_2634_seed_11412_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 16:03:44.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:04:03.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:04:03.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:04:03.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:23.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_7/index_2634_seed_11413_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 16:05:29.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:05:50.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:05:58.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 16:17:19.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:17:19.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:20.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:30.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_7/index_8609_seed_32345_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 16:18:36.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:19:02.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:19:02.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:19:02.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:16.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_7/index_8609_seed_32346_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 16:20:21.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:20:47.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:20:51.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 16:32:12.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:32:12.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:20.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_7/index_4075_seed_22436_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 16:33:26.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:33:43.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:33:43.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:43.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:00.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_7/index_4075_seed_22437_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 16:35:04.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:35:22.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:35:36.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 16:46:55.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:46:55.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:56.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:04.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_7/index_1033_seed_16463_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 16:48:09.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:48:26.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:48:26.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:26.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:49:46.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_7/index_1033_seed_16464_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 16:49:50.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:50:08.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:50:19.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.747 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 17:02:47.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:02:47.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:56.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_7/index_4178_seed_19898_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 17:04:00.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:04:19.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:04:19.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:04:19.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:05:41.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_7/index_4178_seed_19899_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 17:05:44.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:06:02.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:06:13.687 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:06:14.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 17:17:35.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:17:35.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:43.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_7/index_6489_seed_33232_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 17:18:49.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:19:06.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:19:06.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:19:06.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:20:25.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_7/index_6489_seed_33233_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 17:20:30.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:20:47.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:21:01.283 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:21:02.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 17:32:22.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:32:22.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:32.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_7/index_8838_seed_22173_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 17:33:37.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:33:54.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:33:54.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:54.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:18.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_7/index_8838_seed_22174_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 17:35:23.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:35:40.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:35:53.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 17:47:17.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:47:17.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:25.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_7/index_3185_seed_29232_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 17:48:30.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:48:47.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:48:47.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:47.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:10.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_7/index_3185_seed_29233_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 17:50:14.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:50:32.125 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:50:45.838 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:50:46.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 18:02:10.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:02:10.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:19.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_7/index_1739_seed_24513_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 18:03:25.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:03:46.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:03:46.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:46.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:01.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_7/index_1739_seed_24514_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 18:05:06.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:05:24.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:05:36.271 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:05:37.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 18:17:12.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:17:12.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:13.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:22.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_7/index_6920_seed_20677_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 18:18:27.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:18:48.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:18:48.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:48.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:05.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_7/index_6920_seed_20678_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 18:20:12.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:20:33.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:20:39.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 18:32:17.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:32:17.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:28.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_7/index_8960_seed_28162_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 18:33:35.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:34:00.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:34:00.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:34:00.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:12.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_7/index_8960_seed_28163_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 18:35:18.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:35:43.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:35:45.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 18:47:14.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:47:14.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:25.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_7/index_8885_seed_16241_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 18:48:30.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:48:53.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:48:53.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:53.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:11.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_7/index_8885_seed_16242_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 18:50:18.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:50:45.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:50:46.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 19:02:13.457 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:02:13.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:22.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_7/index_8053_seed_15818_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 19:03:27.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:03:49.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:03:49.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:49.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:12.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_7/index_8053_seed_15819_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 19:05:20.076 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:05:44.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:05:49.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 19:17:16.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:17:16.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:26.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_7/index_8117_seed_12406_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 19:18:33.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:18:57.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:18:57.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:57.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:12.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_7/index_8117_seed_12407_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 19:20:20.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:20:45.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:20:48.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:20:49.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:07.545 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 23:08:13.057 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:24.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_7/index_4642_seed_219_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 23:09:30.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:09:59.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:59.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:59.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:13.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_7/index_4642_seed_220_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 23:11:21.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:11:54.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:55.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 23:23:42.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:51.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_7/index_5650_seed_4644_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 23:24:59.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:25:29.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:29.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:29.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:26:41.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_7/index_5650_seed_4645_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 23:26:47.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:27:15.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:18.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:03.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 23:39:04.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:14.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_7/index_5132_seed_6377_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 23:40:19.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:40:46.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:46.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:46.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:00.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_7/index_5132_seed_6378_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 23:42:09.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:42:36.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:38.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:26.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-13 23:54:27.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:39.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_7/index_1878_seed_29541_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-13 23:55:46.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:56:18.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:56:18.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:56:18.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:57:28.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_7/index_1878_seed_29542_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-13 23:57:36.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:58:03.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:06.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 00:09:49.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:50.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:11:00.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_7/index_3917_seed_4020_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 00:11:05.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:11:37.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:37.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:37.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:12:49.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_7/index_3917_seed_4021_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 00:12:54.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:13:22.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:25.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.790 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 00:25:10.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_7/index_7876_seed_4754_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 00:26:31.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:26:57.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:57.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:57.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:07.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_7/index_7876_seed_4755_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 00:28:14.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:28:40.323 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:42.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 00:40:19.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:19.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:29.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_7/index_1463_seed_10759_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 00:41:35.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:42:02.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:42:02.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:42:02.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:13.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_7/index_1463_seed_10760_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 00:43:21.775 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:43:48.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:51.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.632 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 00:55:24.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:24.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:35.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_7/index_3508_seed_15130_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 00:56:42.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:57:09.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:57:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:57:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:18.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_7/index_3508_seed_15131_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 00:58:26.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:58:53.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:54.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:34.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 01:10:35.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:48.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_7/index_2244_seed_9317_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 01:11:55.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:12:22.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:13:33.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_7/index_2244_seed_9318_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 01:13:40.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:14:09.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:10.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 01:25:44.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:55.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_7/index_8694_seed_5930_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 01:27:02.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:27:28.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:28.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:28.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:28:39.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_7/index_8694_seed_5931_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 01:28:47.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:29:14.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:19.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:54.523 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 01:41:57.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:09.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_7/index_1246_seed_5331_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 01:43:15.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:43:42.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:42.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:42.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:44:59.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_7/index_1246_seed_5332_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 01:45:05.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:45:31.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:33.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 01:57:21.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:32.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_7/index_8494_seed_29816_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 01:58:41.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:59:07.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:59:07.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:59:07.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:19.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_7/index_8494_seed_29817_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 02:00:27.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:00:54.159 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:58.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 02:12:40.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:40.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:50.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_7/index_6237_seed_3223_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 02:13:58.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:14:27.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:27.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:27.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:15:36.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_7/index_6237_seed_3224_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 02:15:46.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:16:14.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:16.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 02:27:59.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:28:00.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:28:00.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:10.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_7/index_2104_seed_11880_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 02:29:18.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:29:45.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:45.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:45.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:30:56.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_7/index_2104_seed_11881_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 02:31:04.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:31:34.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:36.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 02:43:19.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:30.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_7/index_1742_seed_29552_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 02:44:37.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:45:03.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:45:03.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:45:03.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:18.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_7/index_1742_seed_29553_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 02:46:24.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:46:51.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:56.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.634 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 02:58:37.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:49.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_7/index_4321_seed_30350_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 02:59:54.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:00:22.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:22.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:22.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:01:31.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_7/index_4321_seed_30351_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 03:01:37.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:02:03.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:10.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 03:13:49.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:15:00.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_7/index_530_seed_9292_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 03:15:08.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:15:35.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:35.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:35.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:16:47.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_7/index_530_seed_9293_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 03:16:53.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:17:20.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:22.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 03:29:02.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:02.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:13.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_7/index_1458_seed_1169_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 03:30:21.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:30:48.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:48.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:48.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:00.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_7/index_1458_seed_1170_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 03:32:08.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:32:35.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:37.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 03:44:18.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:19.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:29.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_7/index_7576_seed_18067_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 03:45:37.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:46:04.908 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:46:04.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:46:04.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:16.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_7/index_7576_seed_18068_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 03:47:22.605 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:47:48.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:51.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 03:59:36.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:36.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:46.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_7/index_3062_seed_19646_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 04:00:51.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:01:20.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:20.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:20.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:02:29.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_7/index_3062_seed_19647_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 04:02:37.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:03:05.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:06.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:54.730 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 04:15:57.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:08.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_7/index_7070_seed_1841_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 04:17:15.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:17:44.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:44.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:44.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:18:59.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_7/index_7070_seed_1842_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 04:19:07.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:19:36.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:37.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 04:31:23.345 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:35.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_7/index_6007_seed_32261_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 04:32:40.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:33:08.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:33:08.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:33:08.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:20.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_7/index_6007_seed_32262_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 04:34:26.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:34:52.992 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:57.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 04:46:42.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:54.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_7/index_6530_seed_20321_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 04:48:00.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:48:28.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:28.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:28.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:49:39.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_7/index_6530_seed_20322_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 04:49:47.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:50:14.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:15.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.966 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:51.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 05:01:52.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:03:01.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_7/index_8555_seed_33391_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 05:03:06.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:03:33.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:33.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:33.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:04:45.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_7/index_8555_seed_33392_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 05:04:53.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:05:21.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:22.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 05:17:06.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:17.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_7/index_7531_seed_30710_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 05:18:23.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:18:51.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:51.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:51.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:01.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_7/index_7531_seed_30711_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 05:20:08.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:20:35.765 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:39.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.748 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 05:32:12.011 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:12.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:20.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_7/index_1262_seed_33352_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 05:33:26.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:33:51.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:51.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:51.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:03.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_7/index_1262_seed_33353_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 05:35:07.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:35:32.504 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:38.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:13.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 05:47:14.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:22.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_7/index_3243_seed_10882_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 05:48:28.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:48:54.779 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:54.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:54.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:05.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_7/index_3243_seed_10883_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 05:50:10.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:50:37.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:41.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 06:02:17.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:25.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_7/index_2423_seed_21675_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 06:03:33.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:03:58.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:03:58.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:58.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:12.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_7/index_2423_seed_21676_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 06:05:19.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:05:46.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:48.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 06:17:21.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:30.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_7/index_9709_seed_25089_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 06:18:35.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:19:02.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:19:02.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:19:02.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:18.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_7/index_9709_seed_25090_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 06:20:25.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:20:49.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:57.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 06:32:29.098 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_7/index_3016_seed_11056_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 06:33:42.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:34:07.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:34:07.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:34:07.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:21.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_7/index_3016_seed_11057_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 06:35:26.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:35:53.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:57.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.962 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:27.295 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 06:48:30.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:40.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_7/index_6050_seed_885_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 06:49:46.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:50:10.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:10.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:10.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:51:30.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_7/index_6050_seed_886_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 06:51:36.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:52:02.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:06.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 07:03:44.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:45.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:54.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_7/index_7621_seed_16738_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 07:05:01.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:05:26.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:26.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:26.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:06:33.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_7/index_7621_seed_16739_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 07:06:39.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:07:05.974 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.918 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:09.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 07:18:33.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:41.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_7/index_6699_seed_26358_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 07:19:46.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:20:08.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:08.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:08.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:23.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_7/index_6699_seed_26359_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 07:21:28.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:21:53.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:58.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 07:33:22.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:29.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_7/index_9380_seed_19655_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 07:34:36.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:34:59.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:34:59.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:59.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:13.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_7/index_9380_seed_19656_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 07:36:18.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:36:39.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:49.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 07:48:21.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:22.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:22.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:28.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_7/index_6809_seed_15952_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 07:49:33.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:49:55.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:55.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:55.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:12.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_7/index_6809_seed_15953_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 07:51:16.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:51:38.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:48.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 08:03:16.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:26.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_7/index_1261_seed_33366_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 08:04:30.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:04:54.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:04:54.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:54.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:10.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_7/index_1261_seed_33367_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 08:06:17.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:06:43.017 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:47.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 08:18:15.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:23.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_7/index_8329_seed_24160_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 08:19:27.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:19:50.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:50.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:50.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:09.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_7/index_8329_seed_24161_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 08:21:12.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:21:34.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:48.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 08:33:17.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:17.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:18.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:25.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_7/index_861_seed_19488_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 08:34:32.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:34:57.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:34:57.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:57.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:13.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_7/index_861_seed_19489_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 08:36:18.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:36:41.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:48.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.991 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 08:48:24.271 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:31.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_7/index_604_seed_3410_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 08:49:37.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:50:00.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:50:00.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:50:00.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:19.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_7/index_604_seed_3411_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 08:51:26.454 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:51:49.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:53.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 09:03:25.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:33.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_7/index_4896_seed_33001_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 09:04:39.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:05:04.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:05:04.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:05:04.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:17.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_7/index_4896_seed_33002_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 09:06:24.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:06:49.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:54.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:25.414 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 09:19:29.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:38.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_7/index_3735_seed_24712_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 09:20:43.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:21:05.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:21:05.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:21:05.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:22:22.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_7/index_3735_seed_24713_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 09:22:27.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:22:49.196 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:02.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 09:34:33.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:41.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_7/index_6734_seed_5082_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 09:35:46.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:36:09.746 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:09.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:09.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:37:24.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_7/index_6734_seed_5083_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 09:37:31.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:37:56.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:03.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.363 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 09:49:32.951 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:33.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:33.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:40.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_7/index_3542_seed_24097_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 09:50:46.825 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:51:10.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:10.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:10.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:52:24.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_7/index_3542_seed_24098_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 09:52:30.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:52:49.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:01.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.082 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 10:04:32.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:39.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_7/index_6394_seed_10722_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 10:05:44.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:06:05.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:05.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:05.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:07:24.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_7/index_6394_seed_10723_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 10:07:29.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:07:49.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:02.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 10:19:29.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:38.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_7/index_6114_seed_11112_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 10:20:42.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:21:01.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:21:01.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:21:01.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:22:23.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_7/index_6114_seed_11113_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 10:22:29.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:22:47.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:03.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 10:34:35.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:42.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_7/index_3975_seed_5503_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 10:35:46.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:36:04.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:04.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:04.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:37:26.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_7/index_3975_seed_5504_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 10:37:31.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:37:49.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:03.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 10:49:32.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:41.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_7/index_2947_seed_2987_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 10:50:45.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:51:03.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:03.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:03.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:52:22.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_7/index_2947_seed_2988_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 10:52:28.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:52:46.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:01.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.786 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 11:04:32.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:38.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_7/index_5007_seed_10635_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 11:05:43.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:06:01.831 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:01.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:01.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:21.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_7/index_5007_seed_10636_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 11:07:26.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:07:44.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:57.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 11:19:23.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:30.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_7/index_1344_seed_2330_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 11:20:34.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:20:54.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:20:54.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:54.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:13.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_7/index_1344_seed_2331_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 11:22:17.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:22:35.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:49.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 11:34:20.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:26.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_7/index_9979_seed_536_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 11:35:31.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:35:49.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:35:49.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:49.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:10.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_7/index_9979_seed_537_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 11:37:15.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:37:33.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:47.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:09.191 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 11:50:14.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:22.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_7/index_9935_seed_20265_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 11:51:25.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:51:44.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:44.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:44.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:06.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_7/index_9935_seed_20266_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 11:53:11.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:53:30.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:41.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 12:05:05.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:14.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_7/index_6917_seed_31838_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 12:06:19.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:06:38.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:38.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:38.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:07:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_7/index_6917_seed_31839_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 12:08:02.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:08:23.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.789 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:35.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.503 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 12:20:00.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:07.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_7/index_6286_seed_11495_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 12:21:12.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:21:34.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:34.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:34.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:22:50.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_7/index_6286_seed_11496_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 12:22:57.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:23:21.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:22.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.224 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 12:34:53.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:36:00.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_7/index_3682_seed_32179_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 12:36:04.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:36:23.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:23.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:23.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:37:41.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_7/index_3682_seed_32180_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 12:37:46.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:38:05.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:18.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 12:49:48.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:54.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_7/index_6840_seed_16368_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 12:50:58.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:51:19.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:19.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:19.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:52:35.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_7/index_6840_seed_16369_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 12:52:39.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:52:58.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:12.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.851 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 13:04:35.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:41.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_7/index_5812_seed_2514_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 13:05:46.745 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:06:04.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:04.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:04.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:22.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_7/index_5812_seed_2515_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 13:07:27.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:07:44.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:08:00.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 13:19:21.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:21.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:27.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_7/index_7835_seed_17674_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 13:20:32.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:20:51.472 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:20:51.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:51.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:11.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_7/index_7835_seed_17675_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 13:22:14.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:22:33.901 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:47.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 13:34:18.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:24.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_7/index_4500_seed_10810_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 13:35:30.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:35:50.211 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:50.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:50.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:09.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_7/index_4500_seed_10811_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 13:37:14.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:37:34.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:49.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.119 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 13:49:22.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:28.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_7/index_9167_seed_20355_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 13:50:34.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:50:56.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:50:56.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:56.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:15.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_7/index_9167_seed_20356_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 13:52:21.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:52:41.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:51.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 14:04:23.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:24.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:30.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_7/index_977_seed_188_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 14:05:35.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:05:53.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:05:53.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:53.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:14.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_7/index_977_seed_189_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 14:07:19.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:07:39.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:49.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.806 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 14:20:16.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:25.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_7/index_8595_seed_20939_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 14:21:31.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:21:48.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:21:48.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:48.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:09.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_7/index_8595_seed_20940_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 14:23:13.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:23:31.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:43.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 14:35:11.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:17.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_7/index_3558_seed_20763_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 14:36:21.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:36:39.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:39.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:39.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:37:59.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_7/index_3558_seed_20764_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 14:38:02.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:38:20.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:37.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 14:50:06.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:06.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:07.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:13.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_7/index_5912_seed_4949_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 14:51:18.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:51:36.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:36.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:36.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:52:56.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_7/index_5912_seed_4950_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 14:53:01.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:53:19.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:33.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 15:04:59.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:04:59.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:07.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_7/index_9140_seed_25101_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 15:06:10.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:06:29.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:29.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:29.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:07:48.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_7/index_9140_seed_25102_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 15:07:53.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:08:11.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:28.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 15:20:03.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:09.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_7/index_4340_seed_28845_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 15:21:14.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:21:32.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:32.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:32.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:22:55.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_7/index_4340_seed_28846_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 15:22:59.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:23:19.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:31.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 15:35:01.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:07.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_7/index_7523_seed_26470_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 15:36:13.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:36:31.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:31.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:31.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:37:45.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_7/index_7523_seed_26471_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 15:37:49.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:38:07.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:21.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 15:49:48.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:48.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:55.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_7/index_3807_seed_14231_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 15:50:59.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:51:18.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:18.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:18.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:52:39.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_7/index_3807_seed_14232_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 15:52:43.775 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:53:02.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:15.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 16:04:39.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:47.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_7/index_3069_seed_10996_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 16:05:53.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:06:10.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:10.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:10.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:07:27.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_7/index_3069_seed_10997_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 16:07:30.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:07:49.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:05.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.954 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 16:19:33.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:41.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_7/index_35_seed_19317_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 16:20:46.779 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:21:04.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:04.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:04.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:22:30.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_7/index_35_seed_19318_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 16:22:34.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:22:52.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:05.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.31s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 16:34:33.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:43.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_7/index_5483_seed_8180_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 16:35:47.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:36:05.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:05.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:05.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:37:28.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_7/index_5483_seed_8181_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 16:37:33.765 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:37:51.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:04.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.952 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 16:50:28.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:36.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_7/index_8789_seed_4148_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 16:51:40.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:51:58.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:51:58.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:58.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:20.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_7/index_8789_seed_4149_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 16:53:24.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:53:42.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:56.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 17:05:21.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:27.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_7/index_6228_seed_10045_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 17:06:31.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:06:50.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:06:50.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:50.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:11.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_7/index_6228_seed_10046_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 17:08:17.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:08:35.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:48.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.748 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 17:20:17.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:17.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:24.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_7/index_9598_seed_3328_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 17:21:29.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:21:46.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:46.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:46.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:12.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_7/index_9598_seed_3329_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 17:23:16.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:23:34.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:49.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 17:35:19.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:25.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_7/index_1200_seed_5403_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 17:36:30.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:36:48.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:36:48.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:48.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:13.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_7/index_1200_seed_5404_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 17:38:17.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:38:35.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.262 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:55.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 17:50:23.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:30.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_7/index_7337_seed_30137_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 17:51:33.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:51:52.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:51:52.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:52.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_7/index_7337_seed_30138_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 17:53:17.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:53:35.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:50.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.712 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 18:05:24.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:24.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:25.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:32.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_7/index_3143_seed_28933_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 18:06:38.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:06:55.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:06:55.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:55.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:15.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_7/index_3143_seed_28934_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 18:08:20.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:08:37.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:51.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 18:20:20.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:29.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_7/index_3927_seed_18867_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 18:21:33.905 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:21:53.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:21:53.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:53.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:12.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_7/index_3927_seed_18868_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 18:23:17.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:23:35.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:50.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:20.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 18:35:21.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:28.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_7/index_553_seed_31678_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 18:36:35.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:36:58.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:36:58.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:58.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:12.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_7/index_553_seed_31679_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 18:38:18.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:38:43.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:47.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 18:50:16.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:24.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_7/index_7953_seed_26274_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 18:51:31.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:51:53.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:51:53.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:53.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:11.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_7/index_7953_seed_26275_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 18:53:18.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:53:42.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:47.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.905 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:18.215 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 19:05:19.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:27.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_7/index_8793_seed_4908_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 19:06:33.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:06:56.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:06:56.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:56.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:12.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_7/index_8793_seed_4909_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 19:08:19.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:08:40.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:50.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:21.106 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 19:21:25.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:33.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_7/index_2260_seed_17992_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 19:22:39.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:23:03.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:23:03.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:23:03.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:19.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_7/index_2260_seed_17993_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 19:24:26.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:24:51.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:55.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 19:36:30.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:31.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:37.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_7/index_8754_seed_1726_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 19:37:43.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:38:10.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:38:10.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:38:10.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:22.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_7/index_8754_seed_1727_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 19:39:28.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:39:55.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:59.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:34.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 19:51:35.310 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:44.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_7/index_7007_seed_20058_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 19:52:51.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:53:18.183 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:18.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:18.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:54:28.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_7/index_7007_seed_20059_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 19:54:35.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:55:02.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:06.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:36.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 20:06:37.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:45.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_7/index_3976_seed_28874_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 20:07:53.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:08:21.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:21.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:21.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:09:31.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_7/index_3976_seed_28875_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 20:09:39.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:10:05.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:08.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.974 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 20:21:40.178 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:48.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_7/index_2328_seed_5430_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 20:22:54.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:23:18.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:18.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:18.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:24:32.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_7/index_2328_seed_5431_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 20:24:37.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:25:03.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:08.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 20:36:39.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:39.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:50.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_7/index_2406_seed_9489_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 20:37:55.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:38:27.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:27.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:27.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:39:38.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_7/index_2406_seed_9490_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 20:39:46.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:40:13.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:15.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.456 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.756 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 20:51:51.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:51.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:52.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:53:00.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_7/index_1110_seed_17883_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 20:53:05.115 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:53:29.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:29.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:29.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:54:44.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_7/index_1110_seed_17884_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 20:54:52.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:55:16.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:20.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 21:06:50.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:57.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_7/index_4574_seed_20404_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 21:08:01.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:08:20.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:20.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:20.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:09:43.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_7/index_4574_seed_20405_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 21:09:48.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:10:06.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:19.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 21:21:46.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:55.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_7/index_7154_seed_29284_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 21:23:02.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:23:31.417 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:31.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:31.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:24:44.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_7/index_7154_seed_29285_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 21:24:51.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:25:19.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:25.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 21:37:19.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:19.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:29.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_7/index_6445_seed_32548_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 21:38:34.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:39:03.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:39:03.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:39:03.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:22.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_7/index_6445_seed_32549_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 21:40:30.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:40:58.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:41:01.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:53.901 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 21:53:56.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:08.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_7/index_1581_seed_25700_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 21:55:15.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:55:51.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:51.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:51.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:02.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_7/index_1581_seed_25701_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 21:57:09.234 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:57:37.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:39.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.998 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.871 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 22:09:37.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:48.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_7/index_5208_seed_4961_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 22:10:56.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:11:22.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:22.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:22.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:12:38.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_7/index_5208_seed_4962_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 22:12:46.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:13:15.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:17.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 22:25:14.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:26.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_7/index_3473_seed_27841_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 22:26:32.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:27:00.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:27:00.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:27:00.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:18.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_7/index_3473_seed_27842_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 22:28:26.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:28:54.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:56.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 22:40:48.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:42:01.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_7/index_3948_seed_31767_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 22:42:07.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:42:36.766 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:36.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:36.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:43:49.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_7/index_3948_seed_31768_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 22:43:57.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:44:26.730 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:28.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:15.082 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 22:56:16.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:29.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_7/index_916_seed_27572_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 22:57:35.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:58:04.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:58:04.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:58:04.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:18.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_7/index_916_seed_27573_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 22:59:24.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:59:53.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:54.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 23:11:46.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:58.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_7/index_1900_seed_19830_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 23:13:04.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:13:40.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:40.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:40.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:14:50.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_7/index_1900_seed_19831_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 23:14:55.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:15:24.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.663 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:33.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 23:27:19.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:29.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_7/index_2830_seed_20828_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 23:28:38.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:29:09.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:29:09.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:29:09.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:30:22.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_7/index_2830_seed_20829_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 23:30:32.454 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:31:05.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:07.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 23:42:58.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:58.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:11.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_7/index_5016_seed_13573_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 23:44:19.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:44:47.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:47.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:47.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:00.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_7/index_5016_seed_13574_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-14 23:46:08.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:46:37.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:39.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-14 23:58:33.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:45.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_7/index_963_seed_24809_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-14 23:59:52.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:00:19.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:19.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:19.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:01:30.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_7/index_963_seed_24810_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 00:01:35.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:02:04.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:07.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 00:13:53.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:07.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_7/index_1671_seed_5784_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 00:15:15.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:15:44.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:44.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:44.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:16:56.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_7/index_1671_seed_5785_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 00:17:04.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:17:34.396 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:35.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:53.631 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 04:07:00.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:01.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:12.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_7/index_4552_seed_30566_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 04:08:18.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:08:47.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:47.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:47.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:02.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_7/index_4552_seed_30567_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 04:10:10.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:10:39.356 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:40.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.474 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 04:22:35.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:35.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:47.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_7/index_9860_seed_24703_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 04:23:54.855 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:24:24.572 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:24.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:24.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:25:34.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_7/index_9860_seed_24704_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 04:25:40.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:26:13.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:19.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.316 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.047 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 04:38:14.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:14.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:28.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_7/index_3969_seed_3196_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 04:39:33.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:40:02.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:40:02.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:40:02.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:41:23.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_7/index_3969_seed_3197_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 04:41:32.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:42:02.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:03.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:58.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 04:53:59.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:12.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_7/index_757_seed_18638_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 04:55:19.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:55:53.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:53.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:53.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:04.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_7/index_757_seed_18639_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 04:57:09.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:57:38.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:41.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 05:09:30.098 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_7/index_1890_seed_31539_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 05:10:48.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:11:16.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:16.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:16.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:12:30.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_7/index_1890_seed_31540_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 05:12:38.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:13:07.957 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.347 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:11.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 05:25:02.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:14.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_7/index_2974_seed_32063_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 05:26:21.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:26:49.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:49.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:49.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:08.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_7/index_2974_seed_32064_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 05:28:15.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:28:43.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:44.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:34.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 05:40:35.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:49.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_7/index_1498_seed_24470_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 05:41:57.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:42:28.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:28.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:28.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:43:40.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_7/index_1498_seed_24471_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 05:43:47.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:44:17.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:18.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:12.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 05:56:13.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:25.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_7/index_7927_seed_19210_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 05:57:32.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:57:59.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:57:59.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:59.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:16.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_7/index_7927_seed_19211_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 05:59:23.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:59:56.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:57.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 06:11:54.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:05.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_7/index_6447_seed_18987_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 06:13:13.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:13:41.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:41.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:41.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:14:53.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_7/index_6447_seed_18988_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 06:15:01.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:15:31.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:32.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 06:27:30.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:41.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_7/index_6745_seed_29227_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 06:28:48.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:29:18.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:18.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:18.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:30:27.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_7/index_6745_seed_29228_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 06:30:33.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:31:01.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:07.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.363 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:56.463 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 06:43:59.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:12.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_7/index_9486_seed_30940_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 06:45:18.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:45:46.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:46.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:46.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:02.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_7/index_9486_seed_30941_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 06:47:10.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:47:39.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:41.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.786 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 06:59:29.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:29.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:41.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_7/index_6879_seed_3092_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 07:00:48.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:01:21.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:21.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:21.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:02:33.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_7/index_6879_seed_3093_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 07:02:42.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:03:11.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.683 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:13.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 07:15:02.993 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:03.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:16.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_7/index_2724_seed_4915_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 07:16:21.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:16:49.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:49.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:49.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:03.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_7/index_2724_seed_4916_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 07:18:11.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:18:39.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:41.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:34.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 07:30:35.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:46.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_7/index_7409_seed_20217_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 07:31:52.024 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:32:19.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:20.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:20.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:33:30.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_7/index_7409_seed_20218_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 07:33:35.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:34:08.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:10.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.923 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 07:46:00.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:46:00.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:11.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_7/index_8540_seed_23173_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 07:47:20.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:47:50.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:50.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:50.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:02.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_7/index_8540_seed_23174_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 07:49:08.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:49:36.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:43.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.881 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 08:01:41.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:41.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:52.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_7/index_7670_seed_16665_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 08:02:58.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:03:28.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:28.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:28.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:04:42.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_7/index_7670_seed_16666_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 08:04:48.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:05:16.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:18.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 08:17:04.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:04.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:15.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_7/index_5616_seed_15286_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 08:18:25.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:18:54.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:54.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:54.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:03.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_7/index_5616_seed_15287_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 08:20:09.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:20:42.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:49.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 08:32:40.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:50.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_7/index_4726_seed_17483_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 08:33:57.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:34:26.512 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:26.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:26.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:35:41.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_7/index_4726_seed_17484_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 08:35:47.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:36:21.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:23.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:16.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 08:48:17.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:29.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_7/index_3764_seed_27038_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 08:49:37.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:50:12.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:50:12.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:50:12.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:51:25.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_7/index_3764_seed_27039_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 08:51:32.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:52:02.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.727 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:04.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:01.001 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 09:04:02.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:12.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_7/index_174_seed_24805_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 09:05:17.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:05:47.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:47.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:47.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:01.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_7/index_174_seed_24806_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 09:07:09.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:07:37.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:39.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:31.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:35.209 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 09:20:37.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:47.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_7/index_3147_seed_3839_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 09:21:53.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:22:27.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:27.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:27.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:23:38.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_7/index_3147_seed_3840_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 09:23:46.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:24:13.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:16.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 09:36:13.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:26.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_7/index_3995_seed_22249_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 09:37:32.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:38:01.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:38:01.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:38:01.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:15.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_7/index_3995_seed_22250_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 09:39:21.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:39:49.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:54.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 09:51:52.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:53.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:53:02.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_7/index_5528_seed_13494_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 09:53:07.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:53:36.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:36.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:36.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:54:48.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_7/index_5528_seed_13495_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 09:54:56.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:55:25.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:27.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 10:07:16.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:16.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:26.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_7/index_8262_seed_20469_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 10:08:34.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:09:02.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:09:02.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:09:02.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:19.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_7/index_8262_seed_20470_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 10:10:25.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:10:55.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:57.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 10:22:49.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:49.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:50.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:59.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_7/index_9954_seed_21107_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 10:24:07.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:24:34.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:34.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:34.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:25:46.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_7/index_9954_seed_21108_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 10:25:53.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:26:25.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:27.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:18.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 10:38:19.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:29.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_7/index_5790_seed_21182_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 10:39:36.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:40:04.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:40:04.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:40:04.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:15.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_7/index_5790_seed_21183_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 10:41:23.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:41:53.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:54.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 10:53:42.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:43.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:51.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_7/index_8184_seed_3217_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 10:54:59.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:55:29.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:29.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:29.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:56:40.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_7/index_8184_seed_3218_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 10:56:46.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:57:14.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:16.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:05.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 11:09:06.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:20.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_7/index_2010_seed_27906_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 11:10:25.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:10:53.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:53.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:53.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:04.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_7/index_2010_seed_27907_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 11:12:10.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:12:43.162 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:44.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.612 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 11:24:35.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:45.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_7/index_1680_seed_5282_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 11:25:56.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:26:25.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:25.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:25.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:27:38.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_7/index_1680_seed_5283_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 11:27:44.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:28:13.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:19.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.835 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:14.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 11:40:15.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:26.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_7/index_6919_seed_10360_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 11:41:33.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:42:02.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:42:02.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:42:02.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:16.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_7/index_6919_seed_10361_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 11:43:24.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:43:51.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:55.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.053 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:55.675 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 11:56:58.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:10.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_7/index_4568_seed_12977_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 11:58:18.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:58:46.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:46.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:46.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:00.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_7/index_4568_seed_12978_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 12:00:07.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:00:35.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:37.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.945 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 12:12:27.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:40.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_7/index_2889_seed_16764_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 12:13:45.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:14:13.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:14:13.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:14:13.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:15:26.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_7/index_2889_seed_16765_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 12:15:31.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:16:02.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:04.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 12:27:52.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:05.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_7/index_6314_seed_15608_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 12:29:13.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:29:47.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:47.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:47.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:00.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_7/index_6314_seed_15609_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 12:31:08.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:31:37.396 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:38.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.871 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 12:43:28.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:37.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_7/index_8456_seed_5804_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 12:44:43.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:45:11.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:45:11.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:45:11.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:46:26.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_7/index_8456_seed_5805_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 12:46:35.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:47:03.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:05.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 12:58:57.278 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:08.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_7/index_2474_seed_30125_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 13:00:14.387 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:00:42.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:42.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:42.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:01:56.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_7/index_2474_seed_30126_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 13:02:02.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:02:35.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:36.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.727 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 13:14:28.006 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:28.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:38.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_7/index_1328_seed_17159_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 13:15:44.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:16:16.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:16:16.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:16:16.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:17:30.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_7/index_1328_seed_17160_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 13:17:38.567 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:18:07.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:09.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.535 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 13:30:00.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:01.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:14.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_7/index_7184_seed_16629_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 13:31:19.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:31:48.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:48.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:48.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:04.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_7/index_7184_seed_16630_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 13:33:12.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:33:43.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:45.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:39.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 13:45:40.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:53.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_7/index_4149_seed_16938_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 13:46:58.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:47:29.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:29.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:29.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:48:40.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_7/index_4149_seed_16939_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 13:48:47.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:49:16.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:17.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.472 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 14:01:14.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:15.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:26.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_7/index_2014_seed_16118_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 14:02:37.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:03:11.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:03:11.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:03:11.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:04:24.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_7/index_2014_seed_16119_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 14:04:30.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:05:01.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:03.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.671 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 14:16:54.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:05.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_7/index_2231_seed_8741_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 14:18:13.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:18:40.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:40.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:40.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:19:53.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_7/index_2231_seed_8742_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 14:20:02.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:20:35.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:36.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:22.900 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 14:33:25.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:38.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_7/index_9781_seed_21768_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 14:34:46.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:35:12.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:35:12.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:35:12.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:36:25.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_7/index_9781_seed_21769_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 14:36:34.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:37:04.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:05.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.922 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 14:48:49.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:50.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:50:00.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_7/index_7393_seed_16204_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 14:50:10.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:50:42.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:43.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:43.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:51:53.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_7/index_7393_seed_16205_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 14:52:00.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:52:33.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.580 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:37.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 15:04:29.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:29.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:40.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_7/index_8460_seed_6982_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 15:05:47.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:06:14.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:06:14.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:06:14.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:07:29.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_7/index_8460_seed_6983_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 15:07:36.604 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:08:06.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:08.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.792 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 15:19:58.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:59.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:10.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_7/index_4214_seed_22603_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 15:21:18.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:21:49.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:49.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:49.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:03.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_7/index_4214_seed_22604_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 15:23:11.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:23:45.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 15:35:41.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:52.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_7/index_9772_seed_25038_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 15:37:00.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:37:31.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:31.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:31.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:38:42.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_7/index_9772_seed_25039_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 15:38:48.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:39:17.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:24.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.847 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:12.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 15:51:13.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:26.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_7/index_618_seed_23460_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 15:52:31.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:52:59.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:52:59.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:59.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:19.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_7/index_618_seed_23461_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 15:54:25.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:54:54.610 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:55:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 16:06:52.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:52.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:08:04.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_7/index_802_seed_4972_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 16:08:09.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:08:38.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:38.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:38.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:09:59.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_7/index_802_seed_4973_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 16:10:08.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:10:36.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:39.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 16:22:34.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:35.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:45.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_7/index_2699_seed_29037_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 16:23:52.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:24:22.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:22.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:22.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:25:30.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_7/index_2699_seed_29038_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 16:25:39.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:26:13.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:15.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 16:38:10.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:20.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_7/index_8472_seed_22580_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 16:39:28.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:39:57.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:57.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:57.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:09.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_7/index_8472_seed_22581_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 16:41:15.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:41:45.298 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:55.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.617 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 16:53:44.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:44.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_7/index_389_seed_31815_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 16:55:03.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:55:33.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:33.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:33.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:56:46.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_7/index_389_seed_31816_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 16:56:54.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:57:22.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:30.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:19.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:32.050 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 17:10:34.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:48.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_7/index_9356_seed_27687_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 17:11:57.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:12:27.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:27.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:27.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:13:38.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_7/index_9356_seed_27688_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 17:13:45.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:14:15.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:16.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:01.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 17:26:02.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:14.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_7/index_4855_seed_17908_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 17:27:20.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:27:49.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:49.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:49.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:04.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_7/index_4855_seed_17909_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 17:29:09.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:29:39.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:41.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 17:41:33.298 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:44.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_7/index_4762_seed_24426_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 17:42:50.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:43:19.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:19.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:44:34.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_7/index_4762_seed_24427_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 17:44:43.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:45:13.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:14.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 17:57:00.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:01.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:12.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_7/index_9071_seed_22611_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 17:58:19.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:58:47.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:47.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:47.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:03.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_7/index_9071_seed_22612_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 18:00:11.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:00:41.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:43.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.415 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 18:12:37.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:50.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_7/index_1606_seed_5388_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 18:13:58.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:14:30.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:30.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:30.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:15:44.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_7/index_1606_seed_5389_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 18:15:50.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:16:24.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:26.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:24.053 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 18:28:25.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:37.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_7/index_5182_seed_4309_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 18:29:43.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:30:12.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:30:12.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:30:12.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:31:25.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_7/index_5182_seed_4310_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 18:31:30.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:32:00.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:03.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.113 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:57.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 18:43:58.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:08.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_7/index_3253_seed_11768_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 18:45:16.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:45:44.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:44.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:44.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:46:57.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_7/index_3253_seed_11769_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 18:47:05.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:47:36.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:37.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.663 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 18:59:31.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:31.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:44.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_7/index_519_seed_24987_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 19:00:52.011 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:01:20.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:20.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:20.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:02:31.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_7/index_519_seed_24988_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 19:02:37.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:03:10.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:12.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 19:15:08.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:08.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:19.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_7/index_719_seed_21099_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 19:16:26.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:16:54.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:54.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:54.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:11.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_7/index_719_seed_21100_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 19:18:19.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:18:49.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:50.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 19:30:46.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:58.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_7/index_8826_seed_21330_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 19:32:05.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:32:33.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:33.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:33.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:33:49.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_7/index_8826_seed_21331_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 19:33:55.670 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:34:30.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:31.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:30.207 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 19:47:37.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:50.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_7/index_4954_seed_17494_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 19:48:59.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:49:27.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:27.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:27.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:50:39.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_7/index_4954_seed_17495_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 19:50:46.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:51:15.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:18.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 20:03:08.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:09.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_7/index_1113_seed_17971_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 20:04:30.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:04:58.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:58.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:58.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:13.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_7/index_1113_seed_17972_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 20:06:21.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:06:54.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:55.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.184 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 20:18:46.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:47.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:57.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_7/index_6472_seed_29924_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 20:20:05.298 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:20:36.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:36.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:36.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:21:48.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_7/index_6472_seed_29925_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 20:21:55.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:22:25.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:29.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 20:34:18.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:28.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_7/index_593_seed_6179_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 20:35:36.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:36:05.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:36:05.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:36:05.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:19.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_7/index_593_seed_6180_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 20:37:25.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:37:57.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:59.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 20:49:53.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:07.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_7/index_1120_seed_26148_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 20:51:14.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:51:42.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:42.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:42.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:52:54.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_7/index_1120_seed_26149_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 20:53:02.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:53:31.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:35.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 21:05:31.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:46.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_7/index_2531_seed_31957_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 21:06:54.702 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:07:22.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:22.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:22.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:08:35.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_7/index_2531_seed_31958_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 21:08:41.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:09:10.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:14.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 21:21:04.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:04.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:16.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_7/index_9790_seed_1911_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 21:22:23.007 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:22:51.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:51.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:51.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:04.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_7/index_9790_seed_1912_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 21:24:10.202 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:24:39.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:46.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 21:36:42.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:42.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:53.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_7/index_9390_seed_14929_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 21:38:01.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:38:31.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:31.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:31.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:39:46.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_7/index_9390_seed_14930_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 21:39:52.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:40:21.825 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:26.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:18.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 21:52:19.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:30.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_7/index_6774_seed_27078_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 21:53:38.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:54:06.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:54:06.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:54:06.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:18.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_7/index_6774_seed_27079_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 21:55:26.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:55:56.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:57.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 22:07:53.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:06.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_7/index_8997_seed_9482_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 22:09:14.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:09:43.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:43.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:43.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:10:52.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_7/index_8997_seed_9483_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 22:11:00.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:11:35.375 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:37.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.082 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:30.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:29.722 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 22:24:33.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:45.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_7/index_1093_seed_11782_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 22:25:51.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:26:22.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:22.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:22.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:27:33.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_7/index_1093_seed_11783_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 22:27:42.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:28:11.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:13.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.964 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 22:40:01.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:12.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_7/index_4213_seed_14809_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 22:41:20.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:41:49.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:49.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:49.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:02.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_7/index_4213_seed_14810_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 22:43:09.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:43:38.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:40.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.504 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 22:55:35.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:35.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:44.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_7/index_4360_seed_18431_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 22:56:50.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:57:21.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:21.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:21.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:58:32.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_7/index_4360_seed_18432_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 22:58:37.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:59:09.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:11.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.566 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 23:11:03.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:16.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_7/index_4528_seed_6175_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 23:12:21.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:12:49.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:49.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:49.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:02.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_7/index_4528_seed_6176_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 23:14:08.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:14:42.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:43.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 23:26:29.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:42.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_7/index_9593_seed_9584_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 23:27:47.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:28:16.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:29:34.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_7/index_9593_seed_9585_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 23:29:40.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:30:10.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:12.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.453 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.467 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 23:42:01.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:02.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:02.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:12.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_7/index_385_seed_14109_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 23:43:18.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:43:46.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:46.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:46.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:04.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_7/index_385_seed_14110_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-15 23:45:09.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:45:36.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:42.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:34.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-15 23:57:35.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:47.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_7/index_1343_seed_6847_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-15 23:58:55.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:59:23.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:23.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:23.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:00:35.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_7/index_1343_seed_6848_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 00:00:43.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:01:13.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:14.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 00:13:11.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:12.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:23.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_7/index_8895_seed_30453_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 00:14:32.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:15:01.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:15:01.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:15:01.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:18.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_7/index_8895_seed_30454_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 00:16:25.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:16:54.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:57.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 00:28:50.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:30:03.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_7/index_2180_seed_24091_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 00:30:09.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:30:38.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:38.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:38.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:31:52.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_7/index_2180_seed_24092_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 00:32:00.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:32:35.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:37.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 00:44:29.178 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:36.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_7/index_8487_seed_26426_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 00:45:40.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:45:58.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:45:58.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:58.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:47:23.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_7/index_8487_seed_26427_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 00:47:28.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:47:46.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:03.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.758 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.936 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 01:00:39.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:48.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_7/index_4535_seed_23206_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 01:01:53.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:02:11.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:11.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:11.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:03:35.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_7/index_4535_seed_23207_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 01:03:40.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:03:58.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:14.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 01:15:49.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:57.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_7/index_4628_seed_4693_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 01:17:02.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:17:20.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:20.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:20.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:18:41.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_7/index_4628_seed_4694_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 01:18:45.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:19:03.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:20.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 01:30:51.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:32:00.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_7/index_4326_seed_16044_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 01:32:05.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:32:23.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:23.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:23.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:33:46.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_7/index_4326_seed_16045_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 01:33:51.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:34:08.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:23.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 01:45:58.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:58.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:05.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_7/index_8893_seed_11307_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 01:47:09.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:47:27.713 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:27.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:27.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:48:54.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_7/index_8893_seed_11308_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 01:48:57.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:49:16.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:28.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 02:01:02.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:10.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_7/index_5666_seed_21601_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 02:02:16.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:02:34.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:34.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:34.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:03:58.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_7/index_5666_seed_21602_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 02:04:02.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:04:22.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:37.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 02:16:17.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:17.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:26.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_7/index_1597_seed_20892_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 02:17:31.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:17:48.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:17:48.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:48.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:12.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_7/index_1597_seed_20893_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 02:19:17.517 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:19:34.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:53.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 02:31:31.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:38.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_7/index_5834_seed_6013_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 02:32:43.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:33:01.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:01.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:01.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:34:24.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_7/index_5834_seed_6014_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 02:34:28.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:34:46.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:06.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.663 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 02:46:41.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:50.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_7/index_8722_seed_5856_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 02:47:53.831 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:48:11.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:11.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:11.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:49:41.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_7/index_8722_seed_5857_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 02:49:46.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:50:04.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:19.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 03:01:53.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:03:01.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_7/index_5286_seed_24886_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 03:03:04.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:03:22.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:22.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:22.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:04:49.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_7/index_5286_seed_24887_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 03:04:53.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:05:10.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:31.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.081 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 03:17:09.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:18.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_7/index_5040_seed_27501_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 03:18:23.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:18:41.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:41.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:41.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:02.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_7/index_5040_seed_27502_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 03:20:06.857 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:20:24.493 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:42.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.600 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 03:33:27.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:39.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_7/index_4005_seed_15157_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 03:34:43.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:35:01.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:01.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:01.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:36:29.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_7/index_4005_seed_15158_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 03:36:33.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:36:51.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:08.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 03:48:43.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:44.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:53.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_7/index_8768_seed_31592_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 03:49:56.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:50:14.155 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:14.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:14.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:51:40.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_7/index_8768_seed_31593_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 03:51:46.134 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:52:03.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:20.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 04:03:52.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:05:01.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_7/index_5005_seed_24973_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 04:05:06.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:05:23.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:23.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:23.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:06:45.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_7/index_5005_seed_24974_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 04:06:49.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:07:07.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:23.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 04:19:03.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:04.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:11.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_7/index_4284_seed_3224_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 04:20:17.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:20:34.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:34.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:34.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:21:59.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_7/index_4284_seed_3225_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 04:22:03.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:22:21.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:38.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 04:34:18.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:27.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_7/index_8437_seed_6175_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 04:35:32.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:35:49.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:35:49.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:49.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:17.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_7/index_8437_seed_6176_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 04:37:21.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:37:39.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:55.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 04:49:31.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:39.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_7/index_6498_seed_18722_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 04:50:43.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:51:01.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:01.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:01.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:22.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_7/index_6498_seed_18723_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 04:52:26.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:52:44.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:59.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 05:04:32.614 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:38.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_7/index_2172_seed_31386_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 05:05:43.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:06:02.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:06:02.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:06:02.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:17.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_7/index_2172_seed_31387_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 05:07:22.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:07:40.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:53.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 05:19:17.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:22.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_7/index_4804_seed_23345_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 05:20:27.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:20:45.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:45.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:45.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:07.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_7/index_4804_seed_23346_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 05:22:11.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:22:29.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:46.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 05:34:05.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:10.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_7/index_7833_seed_18319_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 05:35:15.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:35:33.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:33.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:33.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:36:46.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_7/index_7833_seed_18320_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 05:36:51.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:37:09.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:19.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 05:48:28.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:33.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_7/index_3602_seed_21853_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 05:49:37.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:49:55.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:49:55.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:55.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:09.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_7/index_3602_seed_21854_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 05:51:13.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:51:31.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:38.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.651 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 30, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.177 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 30, dp_rank 15: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=7, rank_in_group=1 +2026-05-16 09:33:01.437 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:04.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_7/index_9459_seed_31789_dp_15_rank_30_sample_2_slot_0.mp4 +2026-05-16 09:34:08.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 09:34:26.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:26.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 30 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:26.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 30 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:35.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 30: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_7/index_9459_seed_31790_dp_15_rank_30_sample_3_slot_1.mp4 +2026-05-16 09:35:38.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 09:35:56.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 30: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:36:00.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 30: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 30: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 30, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_37.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_37.log new file mode 100644 index 0000000000000000000000000000000000000000..404393cf354f6164507ff97989fde0f57f32d393 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_37.log @@ -0,0 +1,3342 @@ +2026-05-12 18:34:16.469 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:34:16.471 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 18:41:14.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:01.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 37, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.472 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 18:57:11.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:11.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:19.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:19.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 19:11:54.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:00.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:00.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:17.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.346 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 19:26:37.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 19:41:18.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:23.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:23.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 19:56:06.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:12.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:12.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 20:10:47.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:53.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:53.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 20:25:29.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.304 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.685 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 20:40:22.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.830 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 20:55:11.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:17.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:17.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.625 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.245 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 21:10:50.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 21:25:34.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:40.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:40.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 21:40:24.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:30.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:30.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:52.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 21:55:16.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:22.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.786 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 22:10:05.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:10.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:10.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:32.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.503 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 22:25:00.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:08.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:08.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:32.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 22:39:58.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.062 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:23.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 22:54:43.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:48.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:48.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.099 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:07.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 23:09:27.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:32.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:32.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:52.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 23:24:14.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:42.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:51.953 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 23:39:57.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:17.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-12 23:54:35.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:40.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:40.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:00.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 00:09:19.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 00:24:13.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 00:38:56.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:03.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:03.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:20.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 00:53:40.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:45.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:45.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 01:08:24.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:29.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:29.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.612 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 01:23:09.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:34.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 01:37:56.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 01:52:32.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:39.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:39.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:07.082 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 02:08:12.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 02:23:03.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:09.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:09.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 02:37:46.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:52.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:52.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:18.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 02:52:31.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:38.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:38.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:00.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 03:07:25.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:31.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:31.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 03:22:20.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:28.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:28.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 03:37:17.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:49.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 03:52:09.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:15.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:15.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:37.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 04:07:04.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:10.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:10.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 04:22:01.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.729 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 04:37:42.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 04:52:24.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:32.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:32.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:49.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 05:07:10.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:17.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:31.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 05:22:01.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.867 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:25.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 05:36:45.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:52.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 05:51:27.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:53.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 06:06:15.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:20.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:20.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 06:21:04.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:10.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:10.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:27.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 06:35:45.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:51.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:51.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.962 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 06:50:33.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:39.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:39.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:16.926 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 07:06:23.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:34.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:34.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 07:21:22.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.020 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 07:36:08.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:32.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.474 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 07:50:52.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:22.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.977 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 08:05:42.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:47.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:47.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 08:20:24.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.685 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 08:35:06.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:12.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:12.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:31.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 08:50:00.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.892 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:25.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 09:04:47.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:53.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:53.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 09:19:31.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:38.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:38.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.224 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.568 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 09:35:14.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 09:50:10.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:16.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:16.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 10:05:03.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:09.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:09.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:31.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 10:19:49.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:56.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:56.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:16.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 10:34:38.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:04.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.961 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 10:49:27.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:35.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:35.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:53.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 11:04:14.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.482 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 11:19:03.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:09.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:09.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:29.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.131 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 11:33:53.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 11:48:46.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.688 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 12:04:29.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:40.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:40.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 12:19:22.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:28.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:28.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:50.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 12:34:12.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:17.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:18.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 12:49:00.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.432 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 13:03:44.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 13:18:34.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:40.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:40.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:06.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 13:33:28.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:29.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.363 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 13:48:12.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:18.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:18.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:37.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 14:03:00.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 14:17:49.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.210 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 14:33:26.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:52.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 14:48:16.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 15:03:11.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:18.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:18.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 15:18:01.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:08.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:08.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 15:32:52.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 15:47:43.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:49.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:49.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 16:02:30.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 16:17:19.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.101 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.047 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 16:32:12.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:18.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:18.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.004 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 16:46:55.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.872 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 17:02:47.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:54.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:54.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 17:17:35.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:41.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:41.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:21.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 17:32:22.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 17:47:17.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:22.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:22.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 18:02:10.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 18:17:12.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:39.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.787 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 18:32:17.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:25.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:25.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.921 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:44.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 18:47:14.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.905 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 19:02:13.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 19:17:16.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.020 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.436 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 23:08:12.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:54.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 23:23:42.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 23:39:04.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:10.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:10.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-13 23:54:27.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.214 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 00:09:49.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:24.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 00:25:10.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:19.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:19.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 00:40:19.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:20.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:26.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:26.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 00:55:24.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.097 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 01:10:35.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:10.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 01:25:44.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:52.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:52.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.637 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.766 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 01:41:57.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:05.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:05.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 01:57:21.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 02:12:39.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 02:27:59.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.900 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 02:43:19.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.925 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.196 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 02:58:37.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:10.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 03:13:48.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:57.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:57.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 03:29:02.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 03:44:18.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 03:59:36.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:42.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:42.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.079 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 04:15:57.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.119 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 04:31:23.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:31.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:31.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:57.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.196 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 04:46:42.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:51.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:51.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.427 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 05:01:52.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 05:17:06.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:13.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:13.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 05:32:11.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:11.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.631 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 05:47:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 06:02:17.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 06:17:21.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:27.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:27.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.803 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 06:32:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:33.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:33.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:56.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:24.403 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 06:48:30.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:37.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.756 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 07:03:44.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:51.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:51.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 07:18:33.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:38.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:38.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 07:33:22.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 07:48:21.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:25.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:25.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 08:03:16.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 08:18:15.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:19.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:19.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.294 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 08:33:17.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:47.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.990 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 08:48:24.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:29.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:29.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 09:03:25.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:53.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.723 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 09:19:29.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:35.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:35.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.336 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 09:34:33.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:38.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:38.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 09:49:32.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:37.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:37.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 10:04:32.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:01.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 10:19:29.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:36.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:36.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:02.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 10:34:35.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:39.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:39.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.165 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:02.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 10:49:32.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 11:04:32.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:36.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:36.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.731 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 11:19:23.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:27.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:27.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 11:34:20.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.866 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.741 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 11:50:14.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:19.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:19.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 12:05:05.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.274 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 12:20:00.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.546 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.225 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 12:34:53.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:57.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:57.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:17.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 12:49:47.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:51.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:51.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 13:04:35.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.748 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 13:19:21.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:25.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:25.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 13:34:18.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 13:49:22.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 14:04:24.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:27.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:27.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.738 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 14:20:16.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.311 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:42.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 14:35:11.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:36.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.789 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 14:50:06.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:07.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:10.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:10.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:32.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 15:04:59.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 15:20:03.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:07.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:07.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.371 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:31.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.423 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 15:35:01.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:05.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:05.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 15:49:48.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:52.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:52.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:38.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 16:04:39.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:05.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 16:19:33.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:39.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:39.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:05.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 16:34:33.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.558 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.282 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 16:50:28.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 17:05:21.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 17:20:17.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 17:35:19.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:54.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 17:50:23.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:27.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:27.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:49.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 18:05:24.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:50.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 18:20:20.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:26.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:26.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:49.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 18:35:21.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 18:50:16.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:46.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 19:05:19.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:49.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.698 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 19:21:25.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:55.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 19:36:30.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:34.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:34.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:58.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 19:51:35.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:41.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:41.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 20:06:37.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:07.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 20:21:40.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:45.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 20:36:39.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 20:51:51.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 21:06:50.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:55.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:55.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.419 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 21:21:46.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:51.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:51.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:24.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.974 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 21:37:19.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:26.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:26.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.063 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:50.113 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 21:53:56.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.875 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 22:09:37.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:43.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:43.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.671 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 22:25:14.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 22:40:48.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:27.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 22:56:16.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:26.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:26.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:53.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 23:11:46.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:55.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:55.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 23:27:19.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:25.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:25.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 23:42:57.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:07.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:07.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-14 23:58:33.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 00:13:53.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:49.755 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 04:07:01.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:09.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:09.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.365 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:39.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 04:22:35.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:36.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 04:38:14.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:14.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 04:53:59.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:08.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:08.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 05:09:30.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:36.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:36.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:11.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 05:25:02.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:10.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:10.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 05:40:35.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:45.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:45.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:18.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 05:56:13.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:21.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:21.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:56.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 06:11:54.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 06:27:30.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:37.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:37.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.225 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:53.020 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 06:43:59.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:08.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:08.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 06:59:28.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:37.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:37.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 07:15:02.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:11.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:11.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 07:30:35.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:41.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:41.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.703 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 07:46:00.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:08.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:08.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 08:01:41.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:48.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:48.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 08:17:04.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 08:32:40.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:46.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:21.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 08:48:17.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:25.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:25.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 09:04:02.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:08.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:08.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.176 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 09:20:37.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:44.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:44.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 09:36:13.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:21.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:21.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.928 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.221 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 09:51:52.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 10:07:16.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:56.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 10:22:49.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:50.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:56.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:56.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 10:38:19.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.242 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.531 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 10:53:43.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 11:09:06.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:16.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:16.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.170 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 11:24:35.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:42.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:42.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 11:40:15.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.432 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 11:56:58.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:05.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:05.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 12:12:27.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 12:27:52.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:38.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 12:43:28.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:33.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:33.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:03.999 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.531 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 12:58:57.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 13:14:27.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:34.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:34.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 13:30:00.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:10.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:10.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 13:45:40.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 14:01:15.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 14:16:54.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:01.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:01.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:19.345 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 14:33:25.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:05.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.631 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 14:48:49.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 15:04:29.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:36.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:36.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.782 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 15:19:58.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:05.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:05.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 15:35:41.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 15:51:13.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:21.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:21.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 16:06:52.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 16:22:34.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.832 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 16:38:10.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 16:53:43.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:51.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:51.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:22.724 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 17:10:34.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:15.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 17:26:02.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:09.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:09.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.002 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 17:41:33.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 17:57:00.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:07.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:07.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 18:12:36.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 18:28:25.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:32.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:32.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 18:43:58.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:04.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:04.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:36.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 18:59:31.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:39.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:39.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 19:15:07.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:15.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:15.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:49.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 19:30:46.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:55.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:55.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.014 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.663 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.571 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 19:47:37.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:47.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:47.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 20:03:08.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:08.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:17.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:17.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:54.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.196 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 20:18:46.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:27.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 20:34:18.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:58.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 20:49:53.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:34.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 21:05:31.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 21:21:03.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.128 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 21:36:42.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:49.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:49.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:26.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 21:52:19.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:56.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.851 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 22:07:53.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:01.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:01.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:36.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.590 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 22:24:33.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:42.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:42.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 22:40:01.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:08.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 22:55:34.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 23:11:03.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:11.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:11.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:42.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.758 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 23:26:29.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:38.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.774 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 23:42:01.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:08.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:08.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:41.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-15 23:57:35.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:13.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 00:13:11.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:19.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 00:28:50.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 00:44:29.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:34.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:34.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.990 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 01:00:39.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:46.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:46.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.092 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:13.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 01:15:49.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:55.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:55.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:19.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 01:30:51.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:57.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:57.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 01:45:58.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:58.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:02.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:02.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 02:01:02.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:08.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:08.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 02:16:17.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:23.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:23.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:53.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 02:31:31.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:36.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:36.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 02:46:41.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:19.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 03:01:53.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:30.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 03:17:09.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.030 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 03:33:27.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:37.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:37.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 03:48:43.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:51.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:51.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 04:03:52.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:58.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:58.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 04:19:03.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:09.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:09.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 04:34:18.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 04:49:31.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:36.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:36.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:59.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 05:04:32.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:36.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:36.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 05:19:17.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 05:34:05.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:08.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:08.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.137 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.623 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 05:48:28.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.631 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 37, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.517 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 37, dp_rank 18: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=0 +2026-05-16 09:33:01.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 37 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 37 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 37: Using local metric names without global sync: ['avg'] +2026-05-16 09:36:00.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 37: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 37: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 37, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_39.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_39.log new file mode 100644 index 0000000000000000000000000000000000000000..64752bbdbf0fd21d2d722156fbb8e6ee5fe556b1 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_39.log @@ -0,0 +1,3342 @@ +2026-05-12 18:34:16.817 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:34:16.819 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 18:41:14.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:01.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 39, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 18:57:11.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:20.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:20.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 19:11:54.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:00.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:00.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:17.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 19:26:37.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 19:41:18.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:23.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:23.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.453 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 19:56:06.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:12.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:12.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.178 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 20:10:48.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:54.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:54.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 20:25:29.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.304 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 20:40:22.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.830 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 20:55:11.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:17.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:17.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.625 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.378 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 21:10:50.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 21:25:34.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:40.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:40.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 21:40:24.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:31.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:31.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:51.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 21:55:16.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:22.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.785 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 22:10:04.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:11.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:32.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 22:25:00.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:08.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:08.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:32.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 22:39:58.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.062 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:23.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 22:54:43.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:48.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:48.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.099 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:07.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 23:09:27.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:33.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:33.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:52.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 23:24:14.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:14.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:41.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.756 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:51.780 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 23:39:57.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:17.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-12 23:54:35.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:40.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:40.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:00.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 00:09:19.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 00:24:13.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 00:38:56.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:03.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:03.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:20.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 00:53:40.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:45.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:45.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.969 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 01:08:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:29.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:29.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 01:23:09.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:34.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 01:37:56.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 01:52:32.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:32.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:38.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:38.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.996 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 02:08:12.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 02:23:03.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:09.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:09.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 02:37:46.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:52.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:52.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:18.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 02:52:31.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:37.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:37.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:00.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 03:07:25.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:32.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:32.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 03:22:21.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:29.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:29.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.125 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 03:37:17.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:49.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 03:52:08.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:08.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:15.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:15.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:37.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 04:07:04.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:10.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:10.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 04:22:01.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.346 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.901 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 04:37:42.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 04:52:24.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:32.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:32.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:48.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 05:07:10.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:17.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:17.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:31.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 05:22:01.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.867 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:25.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 05:36:45.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:52.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:52.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 05:51:27.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:53.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 06:06:15.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:20.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:20.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 06:21:04.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:10.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:10.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:27.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 06:35:45.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:51.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:51.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 06:50:33.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:39.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:39.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.835 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:17.167 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 07:06:23.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:34.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:34.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 07:21:22.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.020 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 07:36:08.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:32.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 07:50:52.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:21.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.969 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 08:05:41.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:47.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:47.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.151 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 08:20:24.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.685 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 08:35:06.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:12.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:12.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:32.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 08:50:00.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.892 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:25.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 09:04:47.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:53.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:53.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 09:19:31.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:38.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:38.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.679 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 09:35:14.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 09:50:11.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:16.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:16.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 10:05:03.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:10.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:10.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:31.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.505 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 10:19:49.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:56.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:56.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:16.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 10:34:38.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:05.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 10:49:27.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:35.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:35.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:53.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 11:04:14.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.482 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 11:19:03.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:09.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:09.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:29.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 11:33:53.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 11:48:46.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.487 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 12:04:29.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:40.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:40.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 12:19:22.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:28.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:28.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:50.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.107 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 12:34:12.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:18.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:18.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 12:49:00.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.432 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 13:03:44.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 13:18:34.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:40.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:40.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:07.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 13:33:28.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 13:48:12.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:18.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:18.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:37.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 14:03:00.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 14:17:49.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.020 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 14:33:26.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:52.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 14:48:16.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 15:03:11.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:18.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:18.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 15:18:01.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:08.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:08.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 15:32:52.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 15:47:43.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:50.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:50.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 16:02:30.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 16:17:19.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.101 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 16:32:12.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:18.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:18.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.004 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 16:46:55.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.984 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 17:02:47.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:54.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:54.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 17:17:35.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:41.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:41.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 17:32:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.082 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 17:47:17.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:22.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:22.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.346 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 18:02:10.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 18:17:12.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:39.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 18:32:17.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:25.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:25.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.921 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:44.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 18:47:14.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 19:02:13.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 19:17:16.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.023 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 23:08:12.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:54.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.547 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 23:23:42.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 23:39:04.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:10.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:10.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-13 23:54:27.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 00:09:49.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:24.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 00:25:10.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:19.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:19.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 00:40:19.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:26.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:26.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.113 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 00:55:24.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:24.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.097 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 01:10:35.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:10.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 01:25:44.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:52.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:52.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.637 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.801 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 01:41:57.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:05.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:05.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 01:57:21.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 02:12:39.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 02:27:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.900 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 02:43:19.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.925 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 02:58:37.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:10.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 03:13:49.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:57.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:57.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 03:29:02.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:03.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 03:44:18.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 03:59:36.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:42.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:42.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.190 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 04:15:57.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.119 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 04:31:23.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:31.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:31.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:57.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 04:46:42.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:51.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:51.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.427 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 05:01:52.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.786 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 05:17:06.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:13.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:13.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 05:32:11.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.620 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 05:47:14.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 06:02:17.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 06:17:21.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:27.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:27.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 06:32:29.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:33.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:33.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:56.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:24.000 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 06:48:30.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:37.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:37.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.756 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.758 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 07:03:44.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:51.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:51.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 07:18:33.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:38.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:38.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 07:33:22.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 07:48:21.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:25.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:25.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 08:03:16.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 08:18:15.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:19.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:19.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 08:33:17.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:47.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.046 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 08:48:24.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:29.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:29.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 09:03:25.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:53.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.258 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.591 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 09:19:29.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:35.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:35.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.336 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 09:34:33.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:38.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:38.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 09:49:32.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:37.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:37.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 10:04:32.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:01.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 10:19:29.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:36.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:36.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:03.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 10:34:35.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:39.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:39.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.165 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:02.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 10:49:32.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.789 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 11:04:32.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:36.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:36.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.731 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 11:19:23.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:27.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:27.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 11:34:20.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:09.190 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 11:50:14.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:19.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:19.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 12:05:05.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 12:20:00.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.546 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 12:34:53.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:57.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:57.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:17.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 12:49:48.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:51.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:51.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 13:04:35.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 13:19:21.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:25.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:25.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 13:34:18.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 13:49:22.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 14:04:23.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:23.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:27.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:27.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.399 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 14:20:16.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:42.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.742 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 14:35:11.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:36.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 14:50:06.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:10.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:10.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:32.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 15:04:59.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.236 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 15:20:03.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:07.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:07.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.371 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:30.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.423 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 15:35:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:05.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:05.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 15:49:48.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:52.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:52.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:38.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 16:04:39.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:05.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 16:19:33.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:39.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:39.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:05.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 16:34:33.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.558 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.334 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 16:50:28.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 17:05:21.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 17:20:17.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 17:35:19.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:54.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 17:50:23.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:27.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:27.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:49.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 18:05:24.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:50.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 18:20:20.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:26.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:26.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 18:35:21.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 18:50:16.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:46.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 19:05:19.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:49.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.379 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 19:21:25.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:55.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 19:36:30.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:34.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:34.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:58.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 19:51:35.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:41.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:41.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 20:06:37.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:07.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 20:21:40.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:45.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 20:36:39.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 20:51:51.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 21:06:50.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:55.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:55.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 21:21:46.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:51.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:51.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:25.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 21:37:19.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:25.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:25.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:49.981 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 21:53:56.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.875 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 22:09:37.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:43.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:43.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 22:25:14.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 22:40:48.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:27.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 22:56:16.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:25.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:25.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:53.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 23:11:46.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:55.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:55.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 23:27:19.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:25.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:25.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 23:42:57.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:07.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:07.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.881 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.150 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-14 23:58:33.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 00:13:54.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.363 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:50.140 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 04:07:01.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:08.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:08.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.365 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:40.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 04:22:35.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:36.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 04:38:14.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 04:53:59.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:08.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:08.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 05:09:30.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:36.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:36.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:11.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 05:25:02.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:10.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:10.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 05:40:35.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:45.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:45.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:17.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 05:56:13.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:21.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:21.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:56.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 06:11:54.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 06:27:30.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:37.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:37.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:52.903 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 06:43:59.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:08.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:08.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.634 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 06:59:28.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:37.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:37.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 07:15:02.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:11.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:11.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 07:30:35.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:41.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:41.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.703 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 07:45:59.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:08.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:08.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 08:01:41.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:48.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:48.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 08:17:04.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 08:32:40.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:46.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:46.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:22.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 08:48:17.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:25.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:25.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 09:04:02.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:08.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:08.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:30.799 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 09:20:37.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:44.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:44.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 09:36:13.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:21.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:21.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.928 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.221 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 09:51:52.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.151 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 10:07:16.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:57.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 10:22:49.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:50.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:56.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:56.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.785 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 10:38:19.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.242 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 10:53:43.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 11:09:06.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:15.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:15.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.170 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 11:24:35.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:41.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:41.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 11:40:15.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.704 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.210 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 11:56:58.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:05.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:05.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 12:12:27.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 12:27:52.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:38.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 12:43:28.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:33.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:33.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:03.999 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 12:58:57.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 13:14:27.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:34.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:34.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 13:30:00.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:00.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:10.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:10.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 13:45:40.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 14:01:14.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 14:16:54.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:01.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:01.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:19.223 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 14:33:25.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:05.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 14:48:49.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 15:04:29.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:36.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:36.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.782 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 15:19:58.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:05.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:05.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 15:35:41.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.835 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 15:51:13.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:21.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:21.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 16:06:52.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 16:22:35.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.832 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 16:38:10.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 16:53:44.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:50.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:50.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:22.819 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 17:10:34.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:15.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.922 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 17:26:02.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:09.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:09.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.002 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 17:41:33.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 17:57:00.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:07.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:07.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 18:12:37.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 18:28:25.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:32.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:32.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 18:43:58.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:04.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:04.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:36.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 18:59:31.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:39.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:39.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 19:15:07.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:07.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:15.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:15.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:49.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 19:30:46.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:54.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.820 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 19:47:37.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:47.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:47.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 20:03:08.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:17.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:17.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:54.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 20:18:46.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:27.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 20:34:18.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:58.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.150 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 20:49:53.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:54.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:34.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 21:05:31.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 21:21:03.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:03.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.128 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 21:36:42.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:49.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:49.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:26.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 21:52:19.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:56.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 22:07:53.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:01.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:01.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:36.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.365 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 22:24:33.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:41.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:41.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 22:40:01.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:08.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:08.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.363 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 22:55:34.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 23:11:03.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:11.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:11.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:42.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.756 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 23:26:29.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:38.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.774 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 23:42:01.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:08.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:08.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:41.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-15 23:57:35.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:14.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 00:13:11.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:19.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 00:28:50.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 00:44:29.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:34.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:34.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.455 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 01:00:39.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:46.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:46.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.092 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:13.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 01:15:49.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:55.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:55.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:19.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 01:30:51.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:57.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:57.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 01:45:58.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:02.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:02.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 02:01:02.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:08.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:08.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 02:16:17.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:23.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:23.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 02:31:31.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:36.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:36.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 02:46:41.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:19.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 03:01:53.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:30.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 03:17:09.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.127 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 03:33:27.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:37.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:37.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 03:48:43.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:51.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:51.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 04:03:52.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:58.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:58.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.835 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.621 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 04:19:03.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:09.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:09.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 04:34:18.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 04:49:31.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:36.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:36.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:59.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 05:04:32.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:36.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:36.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 05:19:17.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 05:34:05.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:08.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:08.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.137 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.623 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 05:48:28.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.634 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 39, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.516 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 39, dp_rank 19: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=9, rank_in_group=1 +2026-05-16 09:33:01.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 39 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 39 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 39: Using local metric names without global sync: ['avg'] +2026-05-16 09:36:00.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 39: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 39: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 39, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_42.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_42.log new file mode 100644 index 0000000000000000000000000000000000000000..8c719807ac9dbf8418cc743bd16d709b5d252722 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_42.log @@ -0,0 +1,5450 @@ +2026-05-12 18:35:33.581 | INFO | __main__:__init__:824 - [RewardDebug] VLM reward active: model=snapvideo_vlm, path=/nfs/ywang29/ckpts/Qwen3.5-9B, family=qwen3_5, score_type=token_credit, num_frames=20, max_pixels=50176 +2026-05-12 18:35:34.259 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:35:34.262 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 18:41:28.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:28.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:28.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_10/index_2048_seed_1800_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 18:43:04.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 18:43:22.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:22.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:22.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:44:41.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_10/index_2048_seed_1801_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 18:44:46.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 18:45:03.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 18:45:27.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 42, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 18:57:11.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:57:11.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:21.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_10/index_6903_seed_2427_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 18:58:25.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 18:58:43.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:58:43.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:43.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:00.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_10/index_6903_seed_2428_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 19:00:04.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:00:22.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:00:36.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 19:11:54.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:11:54.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:02.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_10/index_8507_seed_3373_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 19:13:05.183 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:13:22.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:13:22.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:22.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:14:43.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_10/index_8507_seed_3374_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 19:14:46.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:15:04.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:15:17.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 19:26:37.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:26:37.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:44.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_10/index_6864_seed_5045_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 19:27:49.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:28:07.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:28:07.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:28:07.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:29:24.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_10/index_6864_seed_5046_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 19:29:29.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:29:46.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:30:01.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 19:41:18.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:41:18.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:25.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_10/index_6010_seed_290_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 19:42:30.437 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:42:47.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:42:47.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:47.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:08.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_10/index_6010_seed_291_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 19:44:13.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:44:31.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:44:42.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 19:56:06.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:56:07.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:07.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:14.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_10/index_3767_seed_26097_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 19:57:19.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:57:36.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:57:36.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:36.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:58:52.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_10/index_3767_seed_26098_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 19:58:57.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 19:59:14.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:59:28.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.178 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 20:10:47.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:10:48.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:55.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_10/index_9163_seed_24870_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 20:11:59.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:12:17.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:12:17.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:12:17.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:13:35.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_10/index_9163_seed_24871_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 20:13:38.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:13:56.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:14:11.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 20:25:29.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:25:29.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:37.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_10/index_9143_seed_10367_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 20:26:40.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:26:59.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:26:59.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:59.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:23.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_10/index_9143_seed_10368_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 20:28:26.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:28:46.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:29:00.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 20:40:22.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:40:22.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:29.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_10/index_8958_seed_4822_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 20:41:32.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:41:50.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:41:50.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:50.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:10.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_10/index_8958_seed_4823_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 20:43:13.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:43:31.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:43:45.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 20:55:11.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:55:11.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:12.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:20.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_10/index_3532_seed_17055_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 20:56:24.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:56:42.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:56:42.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:42.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:57:58.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_10/index_3532_seed_17056_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 20:58:01.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 20:58:19.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:58:35.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.228 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 21:10:50.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:10:50.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:12:01.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_10/index_5505_seed_9831_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 21:12:06.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:12:23.306 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:12:23.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:12:23.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:13:42.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_10/index_5505_seed_9832_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 21:13:47.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:14:05.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:14:16.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 21:25:34.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:25:34.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:41.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_10/index_5521_seed_27593_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 21:26:46.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:27:04.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:27:04.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:27:04.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:28:25.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_10/index_5521_seed_27594_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 21:28:30.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:28:47.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:29:02.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.756 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 21:40:24.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:40:24.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:32.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_10/index_4238_seed_23425_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 21:41:36.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:41:54.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:41:54.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:54.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:15.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_10/index_4238_seed_23426_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 21:43:20.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:43:38.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:43:51.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 21:55:16.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:55:16.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:23.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_10/index_4607_seed_31262_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 21:56:28.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:56:45.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:56:45.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:45.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:07.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_10/index_4607_seed_31263_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 21:58:10.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 21:58:30.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:58:42.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.785 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 22:10:04.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:10:05.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:12.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_10/index_2467_seed_10643_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 22:11:17.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:11:34.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:11:34.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:34.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:12:56.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_10/index_2467_seed_10644_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 22:13:00.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:13:18.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:13:32.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 22:25:00.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:25:00.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:01.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:10.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_10/index_513_seed_2568_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 22:26:16.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:26:33.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:26:33.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:33.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:27:57.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_10/index_513_seed_2569_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 22:28:01.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:28:19.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:28:32.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 22:39:58.855 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:39:58.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:59.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:06.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_10/index_1611_seed_9658_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 22:41:12.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:41:29.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:41:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:42:48.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_10/index_1611_seed_9659_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 22:42:52.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:43:10.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:43:24.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 22:54:43.278 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:54:43.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:50.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_10/index_7129_seed_6657_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 22:55:53.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:56:12.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:56:12.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:56:12.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:57:32.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_10/index_7129_seed_6658_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 22:57:35.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 22:57:54.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:58:08.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 23:09:27.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:09:27.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:34.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_10/index_6936_seed_24578_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 23:10:39.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:10:57.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:10:57.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:57.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:19.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_10/index_6936_seed_24579_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 23:12:24.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:12:42.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:12:53.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 23:24:14.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:24:15.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:22.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_10/index_4790_seed_30649_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 23:25:25.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:25:43.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:25:43.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:43.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:07.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_10/index_4790_seed_30650_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 23:27:10.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:27:30.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:27:42.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.310 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 23:39:57.454 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:39:57.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:05.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_10/index_7886_seed_1912_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 23:41:08.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:41:26.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:41:26.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:26.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:42:42.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_10/index_7886_seed_1913_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 23:42:45.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:43:03.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:43:17.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-12 23:54:35.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:54:35.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:42.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_10/index_6990_seed_32014_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-12 23:55:47.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:56:05.457 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:56:05.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:56:05.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:24.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_10/index_6990_seed_32015_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-12 23:57:29.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-12 23:57:47.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:58:00.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 00:09:19.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:09:19.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:20.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:27.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_10/index_696_seed_3369_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 00:10:31.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:10:49.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:10:49.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:49.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:11.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_10/index_696_seed_3370_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 00:12:15.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:12:32.990 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:12:51.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 00:24:13.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:24:13.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:21.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_10/index_5017_seed_29113_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 00:25:26.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:25:44.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:25:44.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:44.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:00.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_10/index_5017_seed_29114_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 00:27:05.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:27:22.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:27:35.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 00:38:56.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:38:56.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:05.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_10/index_6542_seed_9458_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 00:40:10.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:40:30.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:40:30.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:30.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:41:45.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_10/index_6542_seed_9459_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 00:41:48.601 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:42:06.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:42:20.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 00:53:40.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:53:40.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:47.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_10/index_9816_seed_5932_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 00:54:50.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:55:08.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:55:08.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:55:08.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:56:27.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_10/index_9816_seed_5933_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 00:56:30.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 00:56:48.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:57:03.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.960 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 01:08:24.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:08:24.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:31.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_10/index_8786_seed_1976_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 01:09:34.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:09:52.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:09:52.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:52.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:15.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_10/index_8786_seed_1977_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 01:11:18.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:11:36.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:11:50.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.099 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 01:23:09.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:23:09.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:17.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_10/index_2598_seed_1870_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 01:24:20.231 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:24:38.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:24:38.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:38.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:25:58.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_10/index_2598_seed_1871_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 01:26:04.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:26:22.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:26:34.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 01:37:56.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:37:56.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:03.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_10/index_9784_seed_4859_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 01:39:08.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:39:26.202 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:39:26.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:26.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:40:41.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_10/index_9784_seed_4860_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 01:40:47.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:41:04.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:41:15.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 01:52:32.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:52:33.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:40.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_10/index_3194_seed_8830_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 01:53:45.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:54:02.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:54:02.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:54:02.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:20.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_10/index_3194_seed_8831_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 01:55:24.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 01:55:42.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:55:57.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.905 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 02:08:12.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:08:12.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:20.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_10/index_2339_seed_12086_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 02:09:23.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:09:42.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:09:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:42.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:01.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_10/index_2339_seed_12087_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 02:11:04.375 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:11:22.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:11:35.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 02:23:03.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:23:03.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:11.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_10/index_5895_seed_7611_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 02:24:14.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:24:33.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:24:33.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:33.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:25:54.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_10/index_5895_seed_7612_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 02:25:59.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:26:17.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:26:29.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 02:37:46.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:37:46.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:54.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_10/index_1607_seed_6798_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 02:38:59.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:39:17.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:39:17.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:39:17.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:40:43.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_10/index_1607_seed_6799_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 02:40:47.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:41:06.048 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:41:19.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 02:52:31.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:52:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:39.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_10/index_5034_seed_20724_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 02:53:42.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:54:01.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:54:01.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:54:01.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:23.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_10/index_5034_seed_20725_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 02:55:28.713 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 02:55:46.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:56:00.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 03:07:25.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:07:25.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:33.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_10/index_7444_seed_3962_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 03:08:38.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:08:56.319 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:08:56.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:56.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:17.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_10/index_7444_seed_3963_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 03:10:21.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:10:39.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:10:55.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 03:22:21.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:22:21.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:30.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_10/index_2371_seed_15034_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 03:23:35.947 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:23:53.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:23:53.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:53.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:15.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_10/index_2371_seed_15035_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 03:25:20.569 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:25:37.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:25:52.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 03:37:17.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:37:17.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:25.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_10/index_4995_seed_11679_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 03:38:29.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:38:47.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:38:47.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:47.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:13.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_10/index_4995_seed_11680_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 03:40:15.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:40:34.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:40:49.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 03:52:08.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:52:08.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:16.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_10/index_6839_seed_26290_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 03:53:19.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:53:37.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:53:37.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:37.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:54:58.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_10/index_6839_seed_26291_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 03:55:01.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 03:55:18.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:55:37.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 04:07:04.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:07:04.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:11.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_10/index_7790_seed_32696_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 04:08:14.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:08:32.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:08:32.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:32.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:09:56.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_10/index_7790_seed_32697_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 04:09:59.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:10:16.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:10:32.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 04:22:01.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:22:01.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:08.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_10/index_6145_seed_22803_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 04:23:14.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:23:32.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:23:32.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:32.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:24:50.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_10/index_6145_seed_22804_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 04:24:55.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:25:13.472 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:25:27.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.671 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 04:37:42.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:37:42.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:51.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_10/index_5160_seed_9956_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 04:38:56.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:39:13.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:39:13.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:39:13.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:40:30.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_10/index_5160_seed_9957_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 04:40:35.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:40:52.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:41:07.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 04:52:24.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:52:24.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:33.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_10/index_9265_seed_19479_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 04:53:38.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:53:56.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:53:56.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:56.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:17.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_10/index_9265_seed_19480_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 04:55:22.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 04:55:40.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:55:48.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 05:07:10.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:07:10.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:20.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_10/index_4764_seed_23616_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 05:08:24.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:08:43.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:08:43.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:43.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:09:59.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_10/index_4764_seed_23617_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 05:10:02.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:10:20.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:10:32.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 05:22:01.324 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:22:01.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:08.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_10/index_96_seed_27840_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 05:23:12.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:23:30.925 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:23:30.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:30.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:24:51.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_10/index_96_seed_27841_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 05:24:56.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:25:14.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:25:25.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 05:36:45.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:36:45.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:53.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_10/index_3851_seed_25214_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 05:37:58.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:38:16.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:38:16.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:38:16.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:39:37.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_10/index_3851_seed_25215_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 05:39:41.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:39:59.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:40:11.390 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:40:12.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 05:51:27.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:51:27.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:34.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_10/index_7148_seed_31524_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 05:52:37.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:52:56.198 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:52:56.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:56.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:16.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_10/index_7148_seed_31525_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 05:54:21.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 05:54:39.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:54:53.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 06:06:15.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:06:15.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:22.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_10/index_2254_seed_2399_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 06:07:27.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:07:45.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:07:45.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:45.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:07.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_10/index_2254_seed_2400_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 06:09:13.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:09:31.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:09:43.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 06:21:04.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:21:04.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:12.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_10/index_8008_seed_1298_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 06:22:16.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:22:34.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:22:34.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:34.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:23:52.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_10/index_8008_seed_1299_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 06:23:55.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:24:13.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:24:27.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 06:35:45.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:35:45.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:52.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_10/index_6335_seed_14835_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 06:36:57.808 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:37:15.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:37:15.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:37:15.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:38:33.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_10/index_6335_seed_14836_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 06:38:38.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:38:56.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:39:08.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.967 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 06:50:33.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:50:33.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:41.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_10/index_8854_seed_28610_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 06:51:45.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:52:03.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:52:03.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:52:03.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:53:24.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_10/index_8854_seed_28611_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 06:53:27.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 06:53:45.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:54:01.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:16.887 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 07:06:23.614 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:06:23.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:35.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_10/index_8252_seed_27573_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 07:07:40.791 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:07:58.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:07:58.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:58.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:21.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_10/index_8252_seed_27574_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 07:09:25.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:09:43.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:09:55.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 07:21:22.241 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:21:22.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:29.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_10/index_9068_seed_9390_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 07:22:35.098 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:22:52.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:22:52.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:52.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:11.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_10/index_9068_seed_9391_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 07:24:16.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:24:34.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:24:48.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 07:36:08.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:36:08.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:16.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_10/index_3560_seed_22559_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 07:37:21.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:37:39.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:37:39.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:39.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:38:58.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_10/index_3560_seed_22560_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 07:39:02.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:39:21.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:39:33.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 07:50:52.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:50:52.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:52:00.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_10/index_8135_seed_7520_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 07:52:03.031 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:52:21.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:52:21.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:52:21.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:53:44.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_10/index_8135_seed_7521_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 07:53:48.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 07:54:06.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:54:22.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.975 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 08:05:41.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:05:42.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:49.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_10/index_8273_seed_25621_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 08:06:54.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:07:12.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:07:12.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:07:12.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:08:28.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_10/index_8273_seed_25622_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 08:08:33.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:08:51.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:09:03.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 08:20:24.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:20:24.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:31.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_10/index_4092_seed_11014_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 08:21:36.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:21:54.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:21:54.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:54.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:13.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_10/index_4092_seed_11015_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 08:23:16.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:23:34.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:23:45.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 08:35:06.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:35:06.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:14.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_10/index_3911_seed_16465_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 08:36:17.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:36:35.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:36:35.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:35.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:37:57.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_10/index_3911_seed_16466_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 08:38:00.952 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:38:18.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:38:32.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 08:50:00.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:50:00.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:07.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_10/index_2988_seed_32818_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 08:51:12.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:51:30.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:51:30.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:30.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:52:48.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_10/index_2988_seed_32819_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 08:52:53.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 08:53:12.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:53:25.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 09:04:47.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:04:47.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:55.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_10/index_7859_seed_9774_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 09:05:59.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:06:17.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:06:17.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:06:17.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:07:38.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_10/index_7859_seed_9775_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 09:07:41.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:07:59.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:08:13.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 09:19:31.745 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:19:31.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:40.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_10/index_5582_seed_17073_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 09:20:43.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:21:01.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:21:01.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:21:01.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:22:24.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_10/index_5582_seed_17074_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 09:22:29.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:22:47.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:23:01.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.607 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 09:35:14.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:35:14.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:25.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_10/index_126_seed_20836_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 09:36:30.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:36:48.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:36:48.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:48.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:11.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_10/index_126_seed_20837_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 09:38:16.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:38:34.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:38:48.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.748 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 09:50:11.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:50:11.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:19.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_10/index_5331_seed_24725_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 09:51:23.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:51:41.122 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:51:41.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:41.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:52:59.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_10/index_5331_seed_24726_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 09:53:04.855 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 09:53:22.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:53:36.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 10:05:03.178 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:05:03.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:11.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_10/index_304_seed_2935_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 10:06:15.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:06:33.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:06:33.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:33.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:07:56.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_10/index_304_seed_2936_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 10:08:02.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:08:19.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:08:31.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 10:19:49.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:19:49.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:50.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:57.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_10/index_8945_seed_12695_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 10:21:02.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:21:19.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:21:19.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:21:19.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:22:43.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_10/index_8945_seed_12696_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 10:22:48.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:23:06.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:23:16.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 10:34:38.482 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:34:38.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:46.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_10/index_9484_seed_7053_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 10:35:51.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:36:08.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:36:08.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:36:08.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:37:29.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_10/index_9484_seed_7054_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 10:37:33.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:37:51.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:38:05.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 10:49:27.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:49:27.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:37.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_10/index_6743_seed_3161_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 10:50:42.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:50:59.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:50:59.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:59.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:20.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_10/index_6743_seed_3162_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 10:52:24.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 10:52:42.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:52:53.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 11:04:14.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:04:15.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:22.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_10/index_453_seed_27434_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 11:05:27.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:05:47.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:05:47.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:47.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:09.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_10/index_453_seed_27435_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 11:07:12.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:07:32.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:07:44.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 11:19:03.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:19:03.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:11.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_10/index_7152_seed_29974_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 11:20:16.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:20:34.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:20:34.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:34.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:21:54.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_10/index_7152_seed_29975_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 11:21:58.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:22:16.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:22:29.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 11:33:53.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:33:53.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:02.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_10/index_2283_seed_30565_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 11:35:06.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:35:24.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:35:24.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:24.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:36:45.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_10/index_2283_seed_30566_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 11:36:50.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:37:08.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:37:21.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.56s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 11:48:46.179 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:48:46.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:54.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_10/index_8622_seed_29659_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 11:49:59.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:50:16.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:50:16.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:50:16.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:51:35.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_10/index_8622_seed_29660_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 11:51:40.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 11:51:58.067 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:52:09.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.834 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 12:04:30.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:04:30.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:42.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_10/index_7133_seed_8583_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 12:05:45.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:06:03.125 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:06:03.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:06:03.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:24.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_10/index_7133_seed_8584_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 12:07:28.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:07:46.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:07:59.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 12:19:22.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:19:22.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:30.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_10/index_7020_seed_24545_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 12:20:33.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:20:51.527 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:20:51.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:51.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:13.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_10/index_7020_seed_24546_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 12:22:17.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:22:35.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:22:50.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 12:34:12.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:34:12.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:20.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_10/index_5447_seed_16209_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 12:35:25.812 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:35:44.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:35:44.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:44.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:36:59.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_10/index_5447_seed_16210_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 12:37:04.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:37:21.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:37:35.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 12:49:00.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:49:00.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:07.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_10/index_4930_seed_30722_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 12:50:13.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:50:30.737 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:50:30.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:30.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:51:48.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_10/index_4930_seed_30723_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 12:51:51.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 12:52:09.978 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:52:24.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 13:03:44.614 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:03:44.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:51.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_10/index_9133_seed_23138_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 13:04:54.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:05:13.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:05:13.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:05:13.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:06:38.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_10/index_9133_seed_23139_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 13:06:41.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:07:00.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:07:14.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 13:18:34.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:18:34.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:42.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_10/index_6396_seed_881_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 13:19:45.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:20:03.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:20:03.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:20:03.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:21:28.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_10/index_6396_seed_882_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 13:21:33.624 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:21:51.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:22:07.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 13:33:28.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:33:29.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:29.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:36.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_10/index_9338_seed_15040_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 13:34:41.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:34:58.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:34:58.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:58.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:20.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_10/index_9338_seed_15041_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 13:36:24.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:36:42.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:36:52.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 13:48:12.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:48:12.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:20.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_10/index_9666_seed_14033_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 13:49:24.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:49:42.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:49:42.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:42.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:01.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_10/index_9666_seed_14034_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 13:51:07.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 13:51:25.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:51:37.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 14:03:00.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:03:00.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:01.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:09.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_10/index_9373_seed_7347_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 14:04:14.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:04:31.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:04:31.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:31.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:05:50.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_10/index_9373_seed_7348_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 14:05:54.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:06:13.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:06:23.340 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:06:24.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 14:17:49.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:17:49.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:50.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:58.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_10/index_8424_seed_25857_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 14:19:03.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:19:20.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:19:20.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:19:20.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:20:36.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_10/index_8424_seed_25858_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 14:20:41.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:20:59.445 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:21:12.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:20.994 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 14:33:26.518 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:33:26.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:36.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_10/index_8092_seed_30550_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 14:34:41.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:34:58.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:34:58.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:58.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:19.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_10/index_8092_seed_30551_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 14:36:24.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:36:42.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:36:52.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 14:48:16.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:48:16.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:17.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:25.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_10/index_4405_seed_25282_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 14:49:30.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:49:48.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:49:48.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:48.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:10.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_10/index_4405_seed_25283_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 14:51:14.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 14:51:33.006 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:51:48.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 15:03:11.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:03:11.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:20.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_10/index_9876_seed_19539_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 15:04:23.905 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:04:41.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:04:41.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:41.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:00.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_10/index_9876_seed_19540_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 15:06:03.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:06:22.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:06:36.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.131 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 15:18:01.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:18:01.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:10.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_10/index_6785_seed_26600_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 15:19:13.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:19:31.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:19:31.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:31.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:20:53.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_10/index_6785_seed_26601_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 15:20:56.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:21:14.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:21:28.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 15:32:52.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:32:52.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:34:01.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_10/index_8621_seed_30037_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 15:34:06.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:34:24.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:34:24.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:34:24.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:35:46.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_10/index_8621_seed_30038_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 15:35:50.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:36:09.076 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:36:20.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 15:47:43.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:47:43.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:51.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_10/index_1714_seed_242_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 15:48:56.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:49:14.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:49:14.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:49:14.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:50:31.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_10/index_1714_seed_243_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 15:50:35.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 15:50:53.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:51:06.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 16:02:30.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:02:30.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:38.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_10/index_3534_seed_28109_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 16:03:41.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:04:00.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:04:00.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:04:00.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:23.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_10/index_3534_seed_28110_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 16:05:26.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:05:44.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:05:58.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.703 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 16:17:19.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:17:20.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:20.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:29.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_10/index_5360_seed_31137_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 16:18:32.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:18:50.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:18:50.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:50.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:14.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_10/index_5360_seed_31138_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 16:20:18.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:20:36.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:20:51.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 16:32:12.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:32:12.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:20.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_10/index_4914_seed_10258_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 16:33:26.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:33:43.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:33:43.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:43.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:34:59.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_10/index_4914_seed_10259_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 16:35:03.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:35:22.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:35:36.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 16:46:55.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:46:55.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:04.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_10/index_7127_seed_12253_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 16:48:07.213 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:48:25.067 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:48:25.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:25.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:49:45.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_10/index_7127_seed_12254_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 16:49:50.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 16:50:08.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:50:19.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:39.116 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 17:02:47.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:02:47.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:56.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_10/index_4521_seed_8846_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 17:04:00.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:04:18.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:04:18.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:04:18.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:05:41.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_10/index_4521_seed_8847_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 17:05:46.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:06:03.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:06:13.687 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:06:14.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 17:17:35.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:17:35.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:43.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_10/index_8991_seed_25528_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 17:18:47.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:19:04.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:19:04.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:19:04.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:20:25.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_10/index_8991_seed_25529_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 17:20:30.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:20:48.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:21:02.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 17:32:22.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:32:22.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:32.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_10/index_5785_seed_14633_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 17:33:36.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:33:55.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:33:55.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:55.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:18.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_10/index_5785_seed_14634_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 17:35:21.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:35:39.998 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:35:53.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.081 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 17:47:17.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:47:17.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:24.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_10/index_272_seed_1483_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 17:48:30.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:48:47.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:48:47.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:47.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:09.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_10/index_272_seed_1484_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 17:50:14.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 17:50:32.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:50:46.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 18:02:10.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:02:11.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:11.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:19.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_10/index_1392_seed_1461_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 18:03:23.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:03:41.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:03:41.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:41.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:01.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_10/index_1392_seed_1462_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 18:05:04.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:05:22.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:05:37.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 18:17:12.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:17:12.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:20.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_10/index_914_seed_8276_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 18:18:26.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:18:43.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:18:43.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:43.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:04.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_10/index_914_seed_8277_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 18:20:09.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:20:27.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:20:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 18:32:17.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:32:18.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:18.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:27.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_10/index_7475_seed_13413_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 18:33:31.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:33:49.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:33:49.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:49.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:11.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_10/index_7475_seed_13414_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 18:35:15.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:35:34.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:35:44.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 18:47:14.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:47:14.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:24.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_10/index_4653_seed_9016_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 18:48:27.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:48:45.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:48:45.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:45.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:10.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_10/index_4653_seed_9017_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 18:50:15.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 18:50:33.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:50:45.673 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:50:46.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 19:02:13.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:02:13.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:21.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_10/index_2243_seed_10800_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 19:03:26.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:03:44.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:03:44.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:44.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:11.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_10/index_2243_seed_10801_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 19:05:16.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:05:34.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:05:48.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 19:17:16.713 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:17:16.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:25.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_10/index_6015_seed_30656_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 19:18:30.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:18:48.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:18:48.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:48.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:11.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_10/index_6015_seed_30657_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 19:20:16.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 19:20:34.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:20:48.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:20:49.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.333 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 23:08:12.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:22.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_10/index_86_seed_8999_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 23:09:26.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:09:45.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:45.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:45.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:11.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_10/index_86_seed_9000_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 23:11:14.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:11:33.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:55.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 23:23:42.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:49.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_10/index_5828_seed_31693_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 23:24:54.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:25:14.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:14.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:14.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:26:39.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_10/index_5828_seed_31694_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 23:26:44.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:27:02.957 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:17.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.923 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 23:39:04.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:12.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_10/index_3990_seed_583_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 23:40:16.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:40:34.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:34.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:34.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:41:58.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_10/index_3990_seed_584_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 23:42:04.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:42:22.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:37.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-13 23:54:27.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:37.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_10/index_3404_seed_27825_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-13 23:55:41.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:56:00.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:56:00.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:56:00.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:57:26.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_10/index_3404_seed_27826_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-13 23:57:31.512 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-13 23:57:50.417 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:05.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 00:09:49.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:59.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_10/index_9170_seed_33428_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 00:11:04.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:11:22.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:22.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:22.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:12:47.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_10/index_9170_seed_33429_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 00:12:52.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:13:10.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:25.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 00:25:10.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:21.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_10/index_7285_seed_12405_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 00:26:26.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:26:44.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:44.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:44.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:06.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_10/index_7285_seed_12406_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 00:28:10.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:28:30.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:41.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 00:40:19.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:19.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:20.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:28.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_10/index_7404_seed_2793_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 00:41:31.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:41:50.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:41:50.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:50.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:12.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_10/index_7404_seed_2794_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 00:43:15.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:43:33.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:50.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 00:55:24.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:24.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:34.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_10/index_152_seed_11486_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 00:56:37.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:56:55.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:56:55.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:55.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:17.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_10/index_152_seed_11487_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 00:58:22.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 00:58:40.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:54.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 01:10:35.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:47.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_10/index_4180_seed_26254_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 01:11:52.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:12:11.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:11.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:11.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:13:31.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_10/index_4180_seed_26255_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 01:13:36.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:13:55.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:10.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 01:25:44.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:53.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_10/index_6612_seed_432_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 01:26:58.170 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:27:16.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:16.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:16.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:28:38.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_10/index_6612_seed_433_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 01:28:41.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:29:00.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:18.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.769 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 01:41:57.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:08.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_10/index_6748_seed_22277_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 01:43:11.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:43:31.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:31.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:31.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:44:58.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_10/index_6748_seed_22278_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 01:45:03.791 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:45:22.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:33.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 01:57:21.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:30.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_10/index_8509_seed_17525_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 01:58:34.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 01:58:53.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:58:53.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:53.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:18.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_10/index_8509_seed_17526_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 02:00:23.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:00:41.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:57.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 02:12:40.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:40.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:48.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_10/index_4564_seed_22313_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 02:13:52.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:14:12.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:12.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:12.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:15:34.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_10/index_4564_seed_22314_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 02:15:40.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:15:58.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:15.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 02:27:59.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:28:00.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:28:00.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:08.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_10/index_5681_seed_32724_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 02:29:14.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:29:32.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:32.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:32.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:30:55.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_10/index_5681_seed_32725_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 02:30:59.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:31:18.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:36.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 02:43:19.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:28.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_10/index_9487_seed_31323_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 02:44:31.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:44:50.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:44:50.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:50.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:17.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_10/index_9487_seed_31324_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 02:46:22.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 02:46:41.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:55.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 02:58:37.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:47.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_10/index_2646_seed_7991_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 02:59:52.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:00:10.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:10.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:10.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:01:30.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_10/index_2646_seed_7992_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 03:01:35.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:01:53.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:10.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 03:13:49.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:58.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_10/index_4551_seed_2408_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 03:15:02.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:15:21.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:21.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:21.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:16:45.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_10/index_4551_seed_2409_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 03:16:50.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:17:09.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:22.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 03:29:02.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:02.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:03.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_10/index_5036_seed_24383_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 03:30:16.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:30:34.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:34.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:34.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:31:58.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_10/index_5036_seed_24384_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 03:32:01.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:32:20.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:36.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 03:44:18.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:27.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_10/index_658_seed_14052_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 03:45:31.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:45:50.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:45:50.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:50.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:14.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_10/index_658_seed_14053_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 03:47:19.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 03:47:38.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:51.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 03:59:36.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:36.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:44.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_10/index_5869_seed_12390_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 04:00:49.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:01:08.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:08.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:08.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:02:27.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_10/index_5869_seed_12391_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 04:02:30.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:02:49.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:06.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.163 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 04:15:57.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:07.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_10/index_2037_seed_8297_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 04:17:12.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:17:31.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:31.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:31.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:18:58.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_10/index_2037_seed_8298_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 04:19:03.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:19:21.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:37.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 04:31:23.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:33.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_10/index_6300_seed_27432_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 04:32:38.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:32:56.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:32:56.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:56.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:19.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_10/index_6300_seed_27433_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 04:34:24.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:34:42.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:57.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.871 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 04:46:42.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:53.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_10/index_7601_seed_4029_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 04:47:57.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:48:15.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:15.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:15.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:49:38.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_10/index_7601_seed_4030_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 04:49:43.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 04:50:01.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:15.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 05:01:52.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:03:00.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_10/index_3632_seed_10966_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 05:03:05.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:03:23.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:23.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:23.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:04:44.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_10/index_3632_seed_10967_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 05:04:48.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:05:07.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:22.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 05:17:06.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:16.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_10/index_9154_seed_8438_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 05:18:19.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:18:37.319 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:37.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:37.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:19:59.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_10/index_9154_seed_8439_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 05:20:02.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:20:21.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:38.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 05:32:11.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:11.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:18.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_10/index_4264_seed_24790_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 05:33:24.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:33:42.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:42.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:42.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:01.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_10/index_4264_seed_24791_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 05:35:07.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:35:25.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:37.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 05:47:14.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:21.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_10/index_349_seed_27040_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 05:48:25.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:48:43.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:43.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:43.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:04.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_10/index_349_seed_27041_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 05:50:07.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 05:50:26.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:41.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 06:02:17.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:24.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_10/index_1097_seed_12859_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 06:03:30.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:03:47.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:03:47.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:47.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:10.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_10/index_1097_seed_12860_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 06:05:15.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:05:34.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:47.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 06:17:21.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:29.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_10/index_6559_seed_5231_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 06:18:34.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:18:52.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:18:52.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:52.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:17.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_10/index_6559_seed_5232_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 06:20:21.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:20:39.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:56.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 06:32:29.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:35.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_10/index_2350_seed_27546_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 06:33:38.952 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:33:57.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:33:57.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:57.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:20.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_10/index_2350_seed_27547_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 06:35:23.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:35:41.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:57.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:24.023 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 06:48:30.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:39.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_10/index_2413_seed_14735_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 06:49:42.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:50:00.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:00.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:00.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:51:29.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_10/index_2413_seed_14736_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 06:51:32.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 06:51:51.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:05.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 07:03:44.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:53.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_10/index_9686_seed_32976_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 07:04:56.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:05:15.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:15.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:15.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:06:32.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_10/index_9686_seed_32977_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 07:06:36.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:06:54.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:08.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 07:18:33.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:40.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_10/index_597_seed_3387_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 07:19:43.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:20:01.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:01.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:01.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:22.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_10/index_597_seed_3388_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 07:21:27.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:21:45.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:58.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 07:33:22.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:28.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_10/index_2761_seed_31391_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 07:34:32.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:34:50.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:34:50.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:50.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:13.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_10/index_2761_seed_31392_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 07:36:18.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:36:36.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:48.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 07:48:21.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:22.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:22.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:27.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_10/index_7801_seed_23892_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 07:49:31.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:49:50.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:50.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:50.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:12.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_10/index_7801_seed_23893_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 07:51:15.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 07:51:34.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:48.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.624 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 08:03:16.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:17.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:25.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_10/index_5296_seed_16232_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 08:04:30.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:04:48.801 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:04:48.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:48.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:10.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_10/index_5296_seed_16233_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 08:06:15.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:06:33.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:46.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 08:18:15.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:21.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_10/index_5196_seed_8616_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 08:19:24.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:19:43.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:43.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:43.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:08.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_10/index_5196_seed_8617_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 08:21:13.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:21:31.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:48.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 08:33:17.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:17.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:18.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:24.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_10/index_1028_seed_30746_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 08:34:28.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:34:46.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:34:46.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:46.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:12.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_10/index_1028_seed_30747_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 08:36:15.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:36:34.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:48.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 08:48:24.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:30.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_10/index_8145_seed_3852_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 08:49:33.905 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:49:52.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:49:52.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:52.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:18.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_10/index_8145_seed_3853_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 08:51:24.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 08:51:42.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:53.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.623 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 09:03:25.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:32.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_10/index_6756_seed_27372_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 09:04:37.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:04:55.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:04:55.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:55.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:17.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_10/index_6756_seed_27373_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 09:06:21.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:06:40.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:54.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.975 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 09:19:29.133 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:37.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_10/index_4372_seed_8031_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 09:20:42.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:21:00.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:21:00.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:21:00.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:22:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_10/index_4372_seed_8032_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 09:22:27.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:22:45.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:02.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.236 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 09:34:33.500 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:40.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_10/index_1036_seed_17035_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 09:35:44.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:36:03.075 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:03.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:03.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:37:23.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_10/index_1036_seed_17036_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 09:37:28.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:37:46.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:03.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 09:49:32.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:32.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:39.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_10/index_4839_seed_2253_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 09:50:44.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:51:02.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:02.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:02.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:52:23.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_10/index_4839_seed_2254_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 09:52:28.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 09:52:46.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:01.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 10:04:32.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:38.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_10/index_7268_seed_17943_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 10:05:42.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:06:00.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:00.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:00.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:07:23.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_10/index_7268_seed_17944_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 10:07:29.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:07:47.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:02.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 10:19:29.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:38.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_10/index_2016_seed_27722_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 10:20:43.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:21:00.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:21:00.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:21:00.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:22:23.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_10/index_2016_seed_27723_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 10:22:28.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:22:46.611 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:03.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 10:34:35.607 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:41.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_10/index_7813_seed_3106_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 10:35:46.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:36:04.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:04.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:04.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:37:25.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_10/index_7813_seed_3107_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 10:37:30.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:37:48.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 10:49:32.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:41.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_10/index_4204_seed_4685_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 10:50:45.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:51:03.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:03.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:03.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:52:22.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_10/index_4204_seed_4686_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 10:52:25.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 10:52:43.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:01.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.787 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 11:04:32.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:38.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_10/index_3032_seed_18063_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 11:05:41.791 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:06:00.038 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:00.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:21.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_10/index_3032_seed_18064_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 11:07:26.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:07:44.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:57.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 11:19:23.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:29.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_10/index_3986_seed_10475_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 11:20:33.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:20:52.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:20:52.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:52.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:13.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_10/index_3986_seed_10476_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 11:22:16.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:22:35.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:49.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 11:34:20.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:26.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_10/index_5268_seed_5393_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 11:35:29.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:35:47.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:35:47.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:47.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:09.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_10/index_5268_seed_5394_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 11:37:13.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:37:32.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:47.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.943 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 11:50:14.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_10/index_8994_seed_31947_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 11:51:24.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:51:44.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:44.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:44.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:05.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_10/index_8994_seed_31948_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 11:53:11.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 11:53:32.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:41.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 12:05:05.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:14.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_10/index_276_seed_30404_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 12:06:19.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:06:37.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:37.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:37.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:07:56.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_10/index_276_seed_30405_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 12:08:01.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:08:19.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:34.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.273 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 12:20:00.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:06.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_10/index_4879_seed_7541_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 12:21:11.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:21:30.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:30.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:30.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:22:49.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_10/index_4879_seed_7542_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 12:22:54.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:23:13.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:22.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 12:34:53.493 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:59.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_10/index_1238_seed_5425_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 12:36:03.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:36:21.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:21.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:21.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:37:41.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_10/index_1238_seed_5426_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 12:37:46.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:38:04.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:18.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.020 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 12:49:48.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:53.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_10/index_4667_seed_24410_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 12:50:58.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:51:16.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:16.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:16.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:52:35.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_10/index_4667_seed_24411_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 12:52:38.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 12:52:56.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.79s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 13:04:35.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:41.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_10/index_1531_seed_29019_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 13:05:44.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:06:02.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:02.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:02.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:22.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_10/index_1531_seed_29020_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 13:07:27.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:07:45.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:08:00.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 13:19:21.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:22.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:27.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_10/index_6862_seed_21516_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 13:20:31.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:20:49.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:20:49.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:49.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:10.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_10/index_6862_seed_21517_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 13:22:15.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:22:33.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:47.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 13:34:18.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:24.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_10/index_7935_seed_16861_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 13:35:28.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:35:47.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:47.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:47.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:09.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_10/index_7935_seed_16862_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 13:37:13.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:37:32.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:49.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 13:49:22.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:28.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_10/index_7997_seed_12891_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 13:50:33.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:50:51.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:50:51.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:51.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:14.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_10/index_7997_seed_12892_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 13:52:19.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 13:52:37.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:50.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 14:04:23.981 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:24.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:29.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_10/index_3718_seed_15327_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 14:05:34.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:05:52.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:05:52.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:52.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:13.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_10/index_3718_seed_15328_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 14:07:18.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:07:36.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:49.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.089 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.750 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 14:20:16.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:25.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_10/index_3321_seed_14243_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 14:21:29.782 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:21:47.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:21:47.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:47.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:08.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_10/index_3321_seed_14244_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 14:23:13.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:23:31.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:43.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 14:35:11.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:17.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_10/index_6331_seed_7685_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 14:36:22.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:36:40.445 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:40.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:40.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:37:58.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_10/index_6331_seed_7686_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 14:38:03.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:38:21.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:37.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 14:50:06.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:06.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:12.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_10/index_5617_seed_227_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 14:51:17.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:51:35.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:35.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:35.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:52:56.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_10/index_5617_seed_228_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 14:53:00.504 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 14:53:18.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:33.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 15:04:59.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:04:59.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:06.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_10/index_6048_seed_8574_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 15:06:09.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:06:28.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:28.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:28.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:07:48.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_10/index_6048_seed_8575_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 15:07:53.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:08:13.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:28.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 15:20:03.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:09.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_10/index_4249_seed_621_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 15:21:14.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:21:32.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:32.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:32.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:22:55.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_10/index_4249_seed_622_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 15:22:58.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:23:17.512 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:31.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.423 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 15:35:01.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:06.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_10/index_8637_seed_6127_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 15:36:09.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:36:29.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:29.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:29.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:37:46.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_10/index_8637_seed_6128_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 15:37:51.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:38:09.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:21.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 15:49:48.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:49.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:54.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_10/index_3947_seed_30094_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 15:50:59.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:51:17.332 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:17.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:17.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:52:39.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_10/index_3947_seed_30095_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 15:52:43.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 15:53:02.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:15.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:38.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 16:04:39.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:47.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_10/index_6387_seed_14673_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 16:05:50.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:06:09.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:09.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:09.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:07:27.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_10/index_6387_seed_14674_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 16:07:30.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:07:48.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:05.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 16:19:33.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:41.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_10/index_8887_seed_8254_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 16:20:44.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:21:02.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:02.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:02.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:22:30.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_10/index_8887_seed_8255_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 16:22:33.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:22:51.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:05.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 16:34:33.752 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:43.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_10/index_9831_seed_22099_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 16:35:46.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:36:04.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:04.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:04.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:37:28.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_10/index_9831_seed_22100_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 16:37:31.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:37:49.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:04.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.491 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 16:50:28.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:36.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_10/index_6322_seed_3045_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 16:51:41.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:51:59.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:51:59.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:59.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:20.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_10/index_6322_seed_3046_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 16:53:24.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 16:53:43.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:56.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 17:05:21.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:27.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_10/index_3912_seed_6526_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 17:06:30.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:06:49.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:06:49.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:49.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:11.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_10/index_3912_seed_6527_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 17:08:17.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:08:35.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:48.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 17:20:17.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:17.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:23.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_10/index_5956_seed_8422_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 17:21:28.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:21:46.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:46.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:46.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:12.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_10/index_5956_seed_8423_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 17:23:15.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:23:33.507 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:49.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 17:35:19.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:25.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_10/index_5662_seed_9120_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 17:36:30.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:36:49.305 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:36:49.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:49.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:12.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_10/index_5662_seed_9121_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 17:38:17.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:38:35.998 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:55.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 17:50:23.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:29.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_10/index_1970_seed_15347_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 17:51:33.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:51:52.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:51:52.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:52.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:13.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_10/index_1970_seed_15348_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 17:53:18.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 17:53:36.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:50.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 18:05:24.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:25.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:25.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:32.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_10/index_2_seed_12692_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 18:06:37.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:06:54.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:06:54.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:54.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:15.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_10/index_2_seed_12693_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 18:08:19.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:08:38.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:51.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 18:20:20.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:28.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_10/index_3205_seed_25164_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 18:21:33.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:21:51.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:21:51.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:51.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:12.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_10/index_3205_seed_25165_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 18:23:17.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:23:35.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:50.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 18:35:21.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:27.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_10/index_8138_seed_13829_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 18:36:30.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:36:48.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:36:48.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:48.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:11.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_10/index_8138_seed_13830_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 18:38:14.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:38:33.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:47.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 18:50:16.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:23.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_10/index_9500_seed_30462_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 18:51:26.654 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:51:45.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:51:45.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:45.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:10.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_10/index_9500_seed_30463_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 18:53:14.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 18:53:34.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:47.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 19:05:19.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:27.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_10/index_7591_seed_5628_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 19:06:30.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:06:48.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:06:48.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:48.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:12.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_10/index_7591_seed_5629_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 19:08:15.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:08:34.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:50.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.786 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 19:21:25.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:32.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_10/index_2600_seed_29374_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 19:22:38.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:22:55.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:22:55.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:55.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:18.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_10/index_2600_seed_29375_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 19:24:22.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:24:41.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:55.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 19:36:30.802 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:31.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:36.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_10/index_447_seed_30225_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 19:37:41.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:37:59.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:37:59.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:59.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:21.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_10/index_447_seed_30226_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 19:39:25.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:39:44.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:59.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 19:51:35.178 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:43.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_10/index_844_seed_25591_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 19:52:47.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:53:05.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:05.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:05.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:54:27.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_10/index_844_seed_25592_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 19:54:32.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 19:54:50.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:05.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 20:06:37.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:44.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_10/index_4488_seed_9711_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 20:07:49.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:08:07.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:07.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:07.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:09:30.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_10/index_4488_seed_9712_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 20:09:34.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:09:53.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:08.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 20:21:40.088 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:47.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_10/index_5353_seed_10375_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 20:22:52.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:23:12.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:12.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:12.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:24:30.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_10/index_5353_seed_10376_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 20:24:35.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:24:54.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:07.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 20:36:39.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:39.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:39.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:48.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_10/index_3599_seed_2158_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 20:37:53.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:38:11.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:11.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:11.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:39:36.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_10/index_3599_seed_2159_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 20:39:40.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:39:58.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:14.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.663 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 20:51:51.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:51.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:59.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_10/index_9611_seed_22468_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 20:53:04.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:53:22.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:22.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:22.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:54:44.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_10/index_9611_seed_22469_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 20:54:47.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 20:55:07.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:20.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 21:06:50.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:56.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_10/index_3659_seed_16629_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 21:08:02.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:08:20.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:20.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:20.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:09:43.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_10/index_3659_seed_16630_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 21:09:47.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:10:05.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:19.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 21:21:45.900 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:53.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_10/index_3005_seed_1116_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 21:22:56.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:23:14.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:14.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:14.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:24:42.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_10/index_3005_seed_1117_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 21:24:48.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:25:06.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:25.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 21:37:19.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:20.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:27.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_10/index_3363_seed_14090_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 21:38:32.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:38:50.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:38:50.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:50.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:20.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_10/index_3363_seed_14091_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 21:40:25.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:40:43.259 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:41:00.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:50.067 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 21:53:56.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:05.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_10/index_3159_seed_28510_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 21:55:10.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:55:30.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:30.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:30.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:00.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_10/index_3159_seed_28511_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 21:57:05.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 21:57:24.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:39.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 22:09:37.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:45.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_10/index_2686_seed_2448_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 22:10:48.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:11:07.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:07.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:07.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:12:36.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_10/index_2686_seed_2449_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 22:12:39.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:12:58.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:17.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 22:25:14.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:24.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_10/index_5915_seed_10924_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 22:26:27.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:26:46.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:26:46.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:46.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:16.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_10/index_5915_seed_10925_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 22:28:21.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:28:39.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:55.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 22:40:48.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:59.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_10/index_7163_seed_9857_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 22:42:04.454 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:42:22.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:22.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:22.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:43:47.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_10/index_7163_seed_9858_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 22:43:51.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:44:09.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:28.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 22:56:16.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:27.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_10/index_6915_seed_8473_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 22:57:32.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:57:50.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:57:50.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:50.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:15.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_10/index_6915_seed_8474_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 22:59:19.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 22:59:38.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.323 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:54.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 23:11:46.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:56.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_10/index_3126_seed_32894_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 23:12:59.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:13:19.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:19.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:19.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:14:48.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_10/index_3126_seed_32895_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 23:14:51.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:15:13.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:32.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 23:27:19.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:27.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_10/index_2624_seed_3797_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 23:28:30.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:28:48.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:28:48.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:48.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:30:20.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_10/index_2624_seed_3798_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 23:30:23.564 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:30:41.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:06.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 23:42:57.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:58.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:09.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_10/index_1847_seed_4068_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 23:44:12.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:44:30.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:30.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:30.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:45:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_10/index_1847_seed_4069_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-14 23:46:01.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-14 23:46:19.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:38.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-14 23:58:33.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:43.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_10/index_5292_seed_10917_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-14 23:59:48.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:00:06.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:06.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:06.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:01:28.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_10/index_5292_seed_10918_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 00:01:33.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:01:51.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:06.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 00:13:54.053 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:04.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_10/index_3683_seed_14634_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 00:15:09.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:15:27.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:27.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:27.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:16:54.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_10/index_3683_seed_14635_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 00:16:59.978 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 00:17:18.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:35.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:49.731 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 04:07:01.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:01.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:10.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_10/index_7696_seed_2453_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 04:08:16.142 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:08:34.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:00.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_10/index_7696_seed_2454_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 04:10:05.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:10:23.786 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 04:22:35.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:36.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:36.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:44.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_10/index_723_seed_22402_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 04:23:48.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:24:06.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:06.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:06.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:25:32.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_10/index_723_seed_22403_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 04:25:37.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:25:55.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:18.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 04:38:14.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:15.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:26.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_10/index_548_seed_11899_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 04:39:31.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:39:48.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:39:48.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:48.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:41:21.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_10/index_548_seed_11900_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 04:41:26.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:41:45.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:03.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 04:53:59.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:10.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_10/index_4704_seed_16060_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 04:55:15.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:55:33.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:33.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:33.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:02.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_10/index_4704_seed_16061_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 04:57:07.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 04:57:25.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:40.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.508 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 05:09:30.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:38.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_10/index_3671_seed_1490_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 05:10:42.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:11:00.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:00.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:00.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:12:28.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_10/index_3671_seed_1491_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 05:12:31.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:12:50.115 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:11.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 05:25:02.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:12.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_10/index_9464_seed_29926_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 05:26:16.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:26:35.324 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:35.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:35.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:05.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_10/index_9464_seed_29927_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 05:28:08.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:28:27.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:44.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.651 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 05:40:35.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:47.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_10/index_8195_seed_32544_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 05:41:52.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:42:12.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:12.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:12.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:43:38.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_10/index_8195_seed_32545_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 05:43:42.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:44:00.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:18.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 05:56:13.601 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:14.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:23.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_10/index_4136_seed_26675_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 05:57:26.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:57:46.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:57:46.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:46.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:14.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_10/index_4136_seed_26676_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 05:59:19.384 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 05:59:39.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:57.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 06:11:54.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:03.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_10/index_1854_seed_5959_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 06:13:07.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:13:25.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:25.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:25.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:14:51.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_10/index_1854_seed_5960_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 06:14:54.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:15:13.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:32.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.226 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 06:27:30.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:39.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_10/index_1368_seed_9920_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 06:28:44.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:29:02.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:02.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:02.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:30:25.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_10/index_1368_seed_9921_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 06:30:30.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:30:49.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:06.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:53.309 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 06:43:59.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:10.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_10/index_9421_seed_27581_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 06:45:16.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:45:34.159 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:34.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:34.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:00.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_10/index_9421_seed_27582_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 06:47:04.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 06:47:23.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:40.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 06:59:28.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:29.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:39.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_10/index_7584_seed_4447_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 07:00:44.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:01:02.633 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:02.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:02.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:02:31.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_10/index_7584_seed_4448_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 07:02:36.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:02:54.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.683 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:13.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 07:15:02.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:03.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:13.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_10/index_3076_seed_6846_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 07:16:16.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:16:35.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:35.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:35.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:00.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_10/index_3076_seed_6847_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 07:18:04.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:18:22.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:40.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 07:30:35.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:43.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_10/index_4647_seed_3759_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 07:31:46.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:32:06.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:06.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:06.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:33:27.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_10/index_4647_seed_3760_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 07:33:30.605 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:33:50.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:09.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 07:45:59.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:46:00.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:09.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_10/index_3191_seed_29506_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 07:47:13.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:47:32.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:32.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:32.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:01.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_10/index_3191_seed_29507_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 07:49:04.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 07:49:23.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:43.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 08:01:41.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:42.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:50.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_10/index_9943_seed_19750_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 08:02:55.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:03:15.925 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:15.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:15.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:04:40.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_10/index_9943_seed_19751_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 08:04:43.159 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:05:03.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:18.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 08:17:04.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:05.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:13.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_10/index_7598_seed_16103_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 08:18:18.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:18:36.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:36.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:36.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:01.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_10/index_7598_seed_16104_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 08:20:06.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:20:24.552 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:48.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 08:32:40.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:48.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_10/index_2773_seed_3533_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 08:33:53.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:34:13.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:13.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:13.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:35:38.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_10/index_2773_seed_3534_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 08:35:43.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:36:01.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:22.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 08:48:17.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:27.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_10/index_2562_seed_14273_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 08:49:31.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:49:49.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:49:49.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:49.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:51:23.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_10/index_2562_seed_14274_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 08:51:26.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 08:51:45.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:03.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 09:04:02.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:10.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_10/index_2452_seed_12308_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 09:05:15.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:05:34.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:34.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:34.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:06:59.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_10/index_2452_seed_12309_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 09:07:04.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:07:22.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:38.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.280 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 09:20:37.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:38.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:45.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_10/index_3492_seed_23688_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 09:21:50.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:22:08.771 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:08.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:08.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:23:36.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_10/index_3492_seed_23689_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 09:23:40.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:23:59.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:15.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 09:36:13.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:23.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_10/index_3310_seed_27378_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 09:37:29.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:37:47.117 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:37:47.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:47.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:13.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_10/index_3310_seed_27379_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 09:39:18.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:39:36.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:53.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.222 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 09:51:52.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:53:00.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_10/index_5409_seed_30378_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 09:53:05.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:53:23.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:23.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:23.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:54:46.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_10/index_5409_seed_30379_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 09:54:51.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 09:55:09.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:26.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 10:07:16.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:16.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:17.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:24.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_10/index_9563_seed_6014_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 10:08:29.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:08:47.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:08:47.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:47.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:17.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_10/index_9563_seed_6015_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 10:10:22.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:10:40.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:57.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 10:22:49.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:49.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:57.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_10/index_7872_seed_8264_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 10:24:00.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:24:19.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:19.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:19.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:25:44.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_10/index_7872_seed_8265_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 10:25:50.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:26:08.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:26.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 10:38:19.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:27.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_10/index_8316_seed_40_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 10:39:32.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:39:50.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:39:51.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:51.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:12.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_10/index_8316_seed_41_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 10:41:15.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:41:34.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:54.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 10:53:43.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:43.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:50.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_10/index_5289_seed_4458_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 10:54:53.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:55:12.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:12.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:12.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:56:38.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_10/index_5289_seed_4459_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 10:56:43.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 10:57:01.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:16.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.483 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 11:09:06.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:18.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_10/index_3505_seed_27465_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 11:10:23.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:10:41.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:41.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:41.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:02.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_10/index_3505_seed_27466_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 11:12:06.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:12:25.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:44.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 11:24:35.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:44.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_10/index_8073_seed_31975_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 11:25:49.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:26:07.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:07.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:07.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:27:35.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_10/index_8073_seed_31976_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 11:27:40.496 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:27:59.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:18.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 11:40:15.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:24.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_10/index_343_seed_13035_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 11:41:29.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:41:47.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:41:47.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:47.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:15.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_10/index_343_seed_13036_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 11:43:19.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:43:38.332 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:55.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.169 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 11:56:58.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:07.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_10/index_3715_seed_3547_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 11:58:12.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 11:58:31.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:31.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:31.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:59:58.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_10/index_3715_seed_3548_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 12:00:02.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:00:21.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:37.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.945 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 12:12:27.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:37.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_10/index_7132_seed_28704_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 12:13:40.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:13:58.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:13:58.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:58.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:15:24.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_10/index_7132_seed_28705_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 12:15:27.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:15:45.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:04.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 12:27:52.569 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:03.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_10/index_9443_seed_32560_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 12:29:08.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:29:26.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:26.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:26.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:30:57.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_10/index_9443_seed_32561_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 12:31:02.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:31:21.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:38.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 12:43:28.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:35.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_10/index_7274_seed_21150_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 12:44:38.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:44:57.310 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:44:57.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:57.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:46:24.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_10/index_7274_seed_21151_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 12:46:27.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 12:46:46.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:05.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 12:58:57.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:05.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_10/index_3031_seed_19696_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 13:00:10.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:00:30.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:30.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:30.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:01:54.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_10/index_3031_seed_19697_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 13:01:59.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:02:17.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:36.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 13:14:27.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:27.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:36.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_10/index_4479_seed_824_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 13:15:41.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:15:59.624 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:15:59.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:59.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:17:28.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_10/index_4479_seed_825_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 13:17:32.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:17:50.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:08.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 13:30:00.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:01.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:12.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_10/index_7028_seed_13669_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 13:31:15.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:31:34.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:34.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:34.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:02.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_10/index_7028_seed_13670_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 13:33:07.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:33:25.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:44.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.764 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 13:45:40.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:51.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_10/index_9461_seed_14482_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 13:46:56.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:47:14.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:14.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:14.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:48:38.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_10/index_9461_seed_14483_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 13:48:43.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 13:49:01.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:17.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 14:01:14.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:14.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:25.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_10/index_692_seed_3458_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 14:02:30.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:02:48.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:02:48.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:48.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:04:22.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_10/index_692_seed_3459_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 14:04:27.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:04:45.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:02.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 14:16:54.241 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:03.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_10/index_9244_seed_21060_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 14:18:08.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:18:27.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:27.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:27.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:19:51.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_10/index_9244_seed_21061_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 14:19:56.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:20:15.067 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:36.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.763 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 14:33:25.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:37.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_10/index_8463_seed_22327_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 14:34:41.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:34:59.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:34:59.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:59.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:36:23.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_10/index_8463_seed_22328_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 14:36:28.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:36:46.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:05.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 14:48:50.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:50.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:58.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_10/index_5167_seed_1738_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 14:50:03.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:50:21.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:21.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:21.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:51:52.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_10/index_5167_seed_1739_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 14:51:56.600 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 14:52:14.766 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:36.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 15:04:29.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:29.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:38.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_10/index_6762_seed_25958_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 15:05:43.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:06:01.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:06:01.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:06:01.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:07:27.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_10/index_6762_seed_25959_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 15:07:32.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:07:50.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:07.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 15:19:58.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:59.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:07.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_10/index_9018_seed_13359_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 15:21:12.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:21:31.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:31.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:31.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:01.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_10/index_9018_seed_13360_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 15:23:06.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:23:25.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:46.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.421 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 15:35:41.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:51.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_10/index_4442_seed_25298_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 15:36:56.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:37:14.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:14.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:14.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:38:41.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_10/index_4442_seed_25299_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 15:38:45.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:39:04.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:24.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:12.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 15:51:13.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:23.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_10/index_7891_seed_31805_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 15:52:28.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:52:46.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:52:46.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:46.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:18.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_10/index_7891_seed_31806_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 15:54:22.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 15:54:40.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:54:59.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 16:06:52.765 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:52.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:08:01.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_10/index_5752_seed_20197_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 16:08:06.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:08:24.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:24.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:24.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:09:57.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_10/index_5752_seed_20198_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 16:10:02.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:10:21.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:38.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 16:22:35.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:35.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:42.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_10/index_693_seed_22487_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 16:23:48.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:24:06.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:06.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:06.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:25:28.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_10/index_693_seed_22488_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 16:25:33.417 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:25:52.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:14.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 16:38:10.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:18.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_10/index_7518_seed_12755_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 16:39:21.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:39:39.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:39.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:39.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:06.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_10/index_7518_seed_12756_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 16:41:09.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:41:27.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:54.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 16:53:44.001 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:44.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:52.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_10/index_2596_seed_20605_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 16:54:55.620 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:55:13.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:14.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:14.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:56:43.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_10/index_2596_seed_20606_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 16:56:49.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 16:57:07.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:29.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:23.334 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 17:10:34.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:46.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_10/index_699_seed_17040_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 17:11:50.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:12:09.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:09.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:09.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:13:36.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_10/index_699_seed_17041_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 17:13:41.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:14:00.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.036 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:16.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 17:26:02.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:11.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_10/index_7188_seed_15252_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 17:27:16.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:27:34.242 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:34.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:34.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:02.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_10/index_7188_seed_15253_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 17:29:06.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:29:24.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:41.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 17:41:33.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:42.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_10/index_1232_seed_11352_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 17:42:47.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:43:05.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:05.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:05.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:44:32.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_10/index_1232_seed_11353_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 17:44:37.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:44:55.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:14.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 17:57:00.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:01.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:09.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_10/index_405_seed_11376_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 17:58:14.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 17:58:32.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:32.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:32.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:01.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_10/index_405_seed_11377_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 18:00:04.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:00:22.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:42.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 18:12:37.007 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:48.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_10/index_7983_seed_11408_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 18:13:51.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:14:09.898 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:09.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:09.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:15:42.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_10/index_7983_seed_11409_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 18:15:45.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:16:03.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:25.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 18:28:25.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:34.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_10/index_9901_seed_25514_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 18:29:37.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:29:55.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:29:56.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:56.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:31:23.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_10/index_9901_seed_25515_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 18:31:27.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:31:46.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:02.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 18:43:58.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:06.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_10/index_2293_seed_6387_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 18:45:09.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:45:27.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:27.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:27.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:46:55.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_10/index_2293_seed_6388_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 18:46:59.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 18:47:17.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:37.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 18:59:31.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:31.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:32.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:41.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_10/index_1797_seed_20059_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 19:00:44.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:01:03.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:03.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:03.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:02:29.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_10/index_1797_seed_20060_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 19:02:32.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:02:50.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:12.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 19:15:07.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:07.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:18.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_10/index_8906_seed_11619_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 19:16:23.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:16:42.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:42.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:42.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:09.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_10/index_8906_seed_11620_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 19:18:14.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:18:32.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:50.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 19:30:46.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:47.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:55.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_10/index_8142_seed_15313_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 19:32:00.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:32:19.011 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:19.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:19.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:33:46.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_10/index_8142_seed_15314_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 19:33:50.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:34:09.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:31.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.014 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.541 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 19:47:37.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_10/index_1826_seed_23918_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 19:48:51.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:49:10.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:10.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:10.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:50:36.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_10/index_1826_seed_23919_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 19:50:39.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 19:50:58.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:17.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.290 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 20:03:08.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:08.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:19.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_10/index_7071_seed_20311_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 20:04:25.017 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:04:43.159 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:43.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:43.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:11.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_10/index_7071_seed_20312_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 20:06:15.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:06:34.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:55.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 20:18:46.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:55.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_10/index_5445_seed_706_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 20:20:00.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:20:18.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:18.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:18.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:21:45.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_10/index_5445_seed_707_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 20:21:49.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:22:08.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:28.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 20:34:18.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:26.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_10/index_6337_seed_21472_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 20:35:29.251 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:35:47.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:35:47.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:47.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:17.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_10/index_6337_seed_21473_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 20:37:21.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:37:39.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:59.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 20:49:53.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:54.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:05.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_10/index_3073_seed_14825_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 20:51:10.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:51:30.610 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:30.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:30.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:52:52.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_10/index_3073_seed_14826_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 20:52:56.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 20:53:15.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:35.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 21:05:31.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:32.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:44.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_10/index_2869_seed_31872_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 21:06:48.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:07:06.989 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:06.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:06.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:08:33.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_10/index_2869_seed_31873_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 21:08:36.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:08:54.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:13.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 21:21:04.007 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:04.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:15.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_10/index_1471_seed_31522_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 21:22:20.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:22:38.905 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:38.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:38.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:02.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_10/index_1471_seed_31523_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 21:24:07.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:24:25.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:46.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 21:36:42.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:42.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:51.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_10/index_9879_seed_25477_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 21:37:56.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:38:14.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:14.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:14.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:39:44.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_10/index_9879_seed_25478_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 21:39:49.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:40:08.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:26.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 21:52:19.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:27.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_10/index_6686_seed_28221_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 21:53:32.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:53:50.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:53:50.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:50.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:16.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_10/index_6686_seed_28222_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 21:55:21.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 21:55:39.632 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:57.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 22:07:53.387 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:03.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_10/index_2573_seed_5175_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 22:09:08.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:09:26.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:26.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:26.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:10:50.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_10/index_2573_seed_5176_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 22:10:55.510 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:11:13.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:36.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.962 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.221 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 22:24:33.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:43.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_10/index_4146_seed_12201_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 22:25:48.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:26:06.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:06.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:06.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:27:31.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_10/index_4146_seed_12202_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 22:27:36.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:27:54.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:13.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 22:40:01.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:10.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_10/index_2823_seed_31036_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 22:41:15.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:41:34.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:34.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:34.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:00.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_10/index_2823_seed_31037_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 22:43:05.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:43:24.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:39.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 22:55:34.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:34.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:43.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_10/index_3233_seed_2769_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 22:56:48.231 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:57:06.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:06.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:06.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:58:30.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_10/index_3233_seed_2770_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 22:58:35.209 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 22:58:53.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:11.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 23:11:03.262 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:13.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_10/index_9956_seed_29534_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 23:12:18.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:12:36.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:36.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:36.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:00.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_10/index_9956_seed_29535_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 23:14:05.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:14:24.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:43.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 23:26:29.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:40.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_10/index_8169_seed_13991_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 23:27:44.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:28:02.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:02.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:02.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:29:32.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_10/index_8169_seed_13992_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 23:29:37.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:29:55.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:11.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 23:42:01.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:02.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:02.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:10.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_10/index_2583_seed_25453_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 23:43:15.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:43:33.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:33.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:33.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:02.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_10/index_2583_seed_25454_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-15 23:45:06.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:45:24.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:41.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-15 23:57:35.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:45.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_10/index_1389_seed_2298_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-15 23:58:49.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-15 23:59:08.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:08.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:08.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:00:34.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_10/index_1389_seed_2299_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 00:00:37.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:00:55.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:14.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 00:13:11.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:12.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:21.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_10/index_9834_seed_4116_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 00:14:26.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:14:44.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:14:44.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:44.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:16.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_10/index_9834_seed_4117_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 00:16:20.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:16:39.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:56.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 00:28:50.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:30:01.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_10/index_3574_seed_21158_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 00:30:04.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:30:22.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:22.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:22.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:31:50.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_10/index_3574_seed_21159_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 00:31:53.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:32:12.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:36.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 00:44:29.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:36.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_10/index_542_seed_28256_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 00:45:41.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:45:59.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:45:59.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:59.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:47:23.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_10/index_542_seed_28257_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 00:47:27.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 00:47:45.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:03.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.778 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 01:00:39.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:40.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:48.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_10/index_7590_seed_17533_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 01:01:53.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:02:12.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:12.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:12.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:03:35.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_10/index_7590_seed_17534_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 01:03:39.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:03:58.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:14.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 01:15:49.512 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:56.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_10/index_1224_seed_2794_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 01:17:02.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:17:19.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:19.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:19.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:18:40.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_10/index_1224_seed_2795_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 01:18:45.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:19:03.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:20.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 01:30:51.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:32:00.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_10/index_4073_seed_2778_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 01:32:05.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:32:23.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:23.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:23.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:33:46.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_10/index_4073_seed_2779_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 01:33:51.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:34:09.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:23.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 01:45:58.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:58.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:04.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_10/index_798_seed_294_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 01:47:09.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:47:27.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:27.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:27.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:48:54.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_10/index_798_seed_295_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 01:48:59.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 01:49:17.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:28.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 02:01:02.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:10.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_10/index_8970_seed_873_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 02:02:15.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:02:33.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:33.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:33.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:03:58.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_10/index_8970_seed_874_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 02:04:02.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:04:21.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:37.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 02:16:16.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:17.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:25.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_10/index_9051_seed_9910_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 02:17:29.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:17:47.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:17:47.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:47.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:12.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_10/index_9051_seed_9911_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 02:19:15.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:19:34.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:53.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 02:31:31.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:38.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_10/index_1168_seed_27579_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 02:32:43.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:33:01.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:01.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:01.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:34:24.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_10/index_1168_seed_27580_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 02:34:28.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:34:47.306 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:06.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 02:46:41.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:50.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_10/index_3737_seed_31418_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 02:47:53.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:48:11.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:11.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:11.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:49:41.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_10/index_3737_seed_31419_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 02:49:44.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 02:50:03.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:19.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 03:01:53.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:03:01.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_10/index_7244_seed_19548_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 03:03:06.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:03:24.230 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:24.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:24.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:04:49.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_10/index_7244_seed_19549_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 03:04:54.262 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:05:13.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:31.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 03:17:09.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:18.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_10/index_832_seed_13165_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 03:18:23.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:18:41.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:01.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_10/index_832_seed_13166_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 03:20:06.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:20:25.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:42.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.386 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 03:33:27.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:39.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_10/index_6288_seed_17899_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 03:34:42.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:35:00.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:00.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:00.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:36:28.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_10/index_6288_seed_17900_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 03:36:32.303 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:36:50.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:08.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 03:48:43.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:44.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:53.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_10/index_2847_seed_29098_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 03:49:58.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:50:16.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:16.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:16.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:51:40.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_10/index_2847_seed_29099_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 03:51:44.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 03:52:02.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:20.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 04:03:52.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:05:00.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_10/index_2155_seed_10327_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 04:05:06.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:05:23.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:23.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:23.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:06:45.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_10/index_2155_seed_10328_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 04:06:49.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:07:07.919 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:24.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 04:19:03.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:04.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:11.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_10/index_9583_seed_28871_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 04:20:16.956 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:20:34.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:34.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:34.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:21:58.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_10/index_9583_seed_28872_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 04:22:04.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:22:22.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:38.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 04:34:18.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:27.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_10/index_3846_seed_6148_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 04:35:32.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:35:49.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:35:49.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:49.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:16.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_10/index_3846_seed_6149_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 04:37:21.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:37:39.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:55.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 04:49:31.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:38.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_10/index_4128_seed_6360_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 04:50:42.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:51:01.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:01.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:01.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:22.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_10/index_4128_seed_6361_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 04:52:27.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 04:52:45.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:59.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 05:04:32.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:38.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_10/index_5351_seed_4001_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 05:05:42.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:06:00.496 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:06:00.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:06:00.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:17.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_10/index_5351_seed_4002_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 05:07:23.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:07:41.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:53.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 05:19:17.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:22.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_10/index_1655_seed_28694_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 05:20:27.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:20:44.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:45.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:45.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:07.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_10/index_1655_seed_28695_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 05:22:12.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:22:31.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:46.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 05:34:05.369 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:10.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_10/index_1111_seed_16476_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 05:35:15.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:35:33.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:33.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:33.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:36:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_10/index_1111_seed_16477_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 05:36:51.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:37:09.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:19.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.624 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 05:48:28.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:32.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_10/index_7338_seed_21429_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 05:49:37.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:49:55.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:49:55.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:55.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:09.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_10/index_7338_seed_21430_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 05:51:14.350 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 05:51:32.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:38.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.633 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 42, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.340 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 42, dp_rank 21: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=10, rank_in_group=1 +2026-05-16 09:33:01.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:04.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_10/index_7962_seed_19023_dp_21_rank_42_sample_2_slot_0.mp4 +2026-05-16 09:34:09.387 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 09:34:27.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:27.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 42 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:27.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 42 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:34.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 42: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_10/index_7962_seed_19024_dp_21_rank_42_sample_3_slot_1.mp4 +2026-05-16 09:35:39.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:2 for reward scoring. +2026-05-16 09:35:57.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 42: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:36:00.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 42: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 42: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 42, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_45.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_45.log new file mode 100644 index 0000000000000000000000000000000000000000..370650a676ba08e99255e1334c9461692550ebee --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_45.log @@ -0,0 +1,3342 @@ +2026-05-12 18:32:53.113 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:32:53.115 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 18:41:14.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:00.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:00.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 45, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 18:57:11.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:11.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:20.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:20.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 19:11:54.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:00.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:00.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:17.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 19:26:37.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 19:41:18.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:23.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:23.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 19:56:06.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:12.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:12.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 20:10:47.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:53.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:53.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 20:25:29.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.682 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 20:40:21.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 20:55:11.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:18.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:18.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.344 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 21:10:50.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 21:25:34.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:39.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:39.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 21:40:24.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:30.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:30.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:51.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 21:55:16.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:21.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 22:10:05.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:10.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:10.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:32.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 22:25:00.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:09.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:09.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:32.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 22:39:58.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:23.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.053 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 22:54:43.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:48.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:48.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:07.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 23:09:27.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:32.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:32.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:52.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 23:24:14.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:42.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.030 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.756 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.410 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 23:39:57.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:17.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-12 23:54:35.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:40.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:40.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:00.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 00:09:19.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 00:24:13.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 00:38:56.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:03.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:03.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:20.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 00:53:40.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:45.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:45.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.949 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 01:08:24.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:29.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:29.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.089 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 01:23:09.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:34.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 01:37:56.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 01:52:32.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:38.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:38.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.922 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 02:08:12.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 02:23:03.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:09.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:09.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 02:37:46.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:52.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:52.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:18.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 02:52:31.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:37.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:37.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:00.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 03:07:25.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:31.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:31.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 03:22:21.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:29.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:29.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.125 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 03:37:17.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:49.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 03:52:09.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:14.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:14.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:37.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 04:07:04.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:10.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:10.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 04:22:01.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.346 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.643 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 04:37:42.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 04:52:24.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:31.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:31.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 05:07:10.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:18.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:18.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:31.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 05:22:01.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.867 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:25.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 05:36:45.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:51.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:51.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 05:51:27.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:53.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 06:06:15.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:20.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:20.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 06:21:04.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:10.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:10.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:27.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 06:35:45.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:50.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:50.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 06:50:33.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:39.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:39.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:16.956 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 07:06:23.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:33.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:33.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 07:21:22.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 07:36:08.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:32.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 07:50:52.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:21.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.972 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 08:05:42.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:47.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:47.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 08:20:24.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 08:35:06.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:12.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:12.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:31.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 08:50:00.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:25.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 09:04:47.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:53.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:53.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 09:19:31.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:38.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:38.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.091 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.619 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 09:35:14.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 09:50:10.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:17.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:17.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 10:05:03.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:09.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:09.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:31.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 10:19:49.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:55.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:55.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:16.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 10:34:38.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:04.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.968 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 10:49:27.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:35.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:35.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:53.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 11:04:14.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 11:19:03.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:09.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:09.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:29.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 11:33:53.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 11:48:46.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.831 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 12:04:30.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:40.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:40.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 12:19:22.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:22.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:28.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:28.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:50.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 12:34:12.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:19.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:19.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 12:49:00.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.474 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 13:03:44.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 13:18:34.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:40.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:40.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:06.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 13:33:28.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 13:48:12.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:19.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:19.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:37.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 14:03:00.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.340 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.422 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 14:17:49.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.051 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 14:33:26.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:52.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 14:48:16.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 15:03:11.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:19.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:19.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 15:18:01.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:08.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:08.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 15:32:52.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 15:47:43.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:49.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:49.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 16:02:30.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 16:17:19.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 16:32:12.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:19.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:19.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 16:46:55.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.854 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 17:02:47.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:54.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:54.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.687 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 17:17:35.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:41.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:41.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.987 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 17:32:22.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.082 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 17:47:17.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:22.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:22.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 18:02:10.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 18:17:12.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:39.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.792 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 18:32:17.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:26.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:26.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:44.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 18:47:14.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 19:02:13.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.237 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 19:17:16.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.020 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:03.740 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 23:08:12.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:54.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 23:23:42.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 23:39:04.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:10.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:10.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-13 23:54:27.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 00:09:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:24.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 00:25:10.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:20.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:20.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 00:40:19.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:26.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:26.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.113 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 00:55:24.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:24.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 01:10:35.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:10.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 01:25:44.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:51.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:51.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.862 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 01:41:57.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:05.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:05.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 01:57:21.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 02:12:39.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 02:27:59.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 02:43:19.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 02:58:37.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:10.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 03:13:49.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:57.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:57.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 03:29:02.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 03:44:18.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 03:59:36.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:43.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:43.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.431 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 04:15:57.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 04:31:23.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:31.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:31.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:57.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 04:46:42.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:51.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:51.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 05:01:52.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 05:17:06.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:14.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:14.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 05:32:11.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.624 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 05:47:14.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 06:02:17.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 06:17:21.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:27.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:27.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 06:32:29.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:33.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:33.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:56.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:23.857 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 06:48:30.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:37.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:37.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 07:03:44.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:51.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:51.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 07:18:33.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:38.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:38.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 07:33:22.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 07:48:21.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:25.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:25.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.275 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 08:03:16.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 08:18:15.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:19.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:19.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 08:33:17.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:47.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 08:48:24.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:28.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:28.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.621 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 09:03:25.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:53.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.673 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 09:19:29.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:35.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:35.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 09:34:33.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:38.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 09:49:32.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:37.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:37.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 10:04:32.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:01.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 10:19:29.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:36.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:36.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:02.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 10:34:35.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:39.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:39.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:02.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 10:49:32.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.787 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 11:04:32.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:36.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:36.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 11:19:23.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:27.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:27.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 11:34:20.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.228 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 11:50:14.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:19.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:19.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 12:05:05.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 12:20:00.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.214 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 12:34:53.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:57.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:57.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:17.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 12:49:48.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:51.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:51.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.79s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.851 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 13:04:35.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 13:19:21.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:25.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 13:34:18.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.118 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 13:49:22.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 14:04:23.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:23.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:27.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:27.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.831 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 14:20:16.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:42.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 14:35:11.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:37.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 14:50:06.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:10.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:10.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:32.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 15:04:59.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 15:20:03.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:07.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:07.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:30.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.422 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 15:35:01.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:04.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:04.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 15:49:48.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:52.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:52.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 16:04:39.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:05.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 16:19:33.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:39.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:39.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:05.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 16:34:33.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.533 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 16:50:28.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 17:05:21.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 17:20:17.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 17:35:19.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:54.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 17:50:23.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:27.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:27.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:49.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 18:05:24.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:50.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 18:20:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:26.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:26.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:49.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 18:35:21.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 18:50:16.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:46.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 19:05:19.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:49.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.314 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 19:21:25.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:55.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 19:36:30.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:34.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:34.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:58.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 19:51:35.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:41.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:41.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 20:06:37.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:07.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 20:21:40.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:45.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 20:36:39.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:39.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.649 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 20:51:51.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 21:06:50.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:54.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:54.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.423 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 21:21:46.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:51.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:51.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:25.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.972 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 21:37:19.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:25.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:25.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:49.986 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 21:53:56.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 22:09:37.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:43.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:43.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 22:25:14.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 22:40:48.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:27.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 22:56:16.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:25.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.323 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 23:11:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:54.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:54.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 23:27:19.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:25.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:25.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 23:42:57.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:07.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:07.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-14 23:58:33.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 00:13:54.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:49.810 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 04:07:01.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:09.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:09.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:40.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 04:22:35.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.266 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 04:38:14.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:14.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 04:53:59.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:08.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:08.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.508 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 05:09:30.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:36.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:36.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:11.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.80s (2.16min) +2026-05-15 05:15:23.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 05:25:02.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:10.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:10.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 05:40:35.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:45.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:45.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:17.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 05:56:13.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:21.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:21.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:56.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 06:11:54.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.221 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 06:27:30.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:37.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:37.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:52.995 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 06:43:59.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:08.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:08.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 06:59:28.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:37.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:37.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.683 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 07:15:02.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:11.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:11.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.847 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 07:30:35.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:41.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:41.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 07:45:59.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:08.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:08.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 08:01:41.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:48.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:48.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 08:17:04.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.764 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.089 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 08:32:40.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:46.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:22.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 08:48:17.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:26.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:26.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 09:04:02.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:08.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:08.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.145 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 09:20:37.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:43.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:43.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 09:36:13.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:21.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:21.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 09:51:52.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 10:07:16.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:56.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.258 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 10:22:49.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:55.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:55.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.786 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 10:38:19.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 10:53:42.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.960 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 11:09:06.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:16.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:16.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 11:24:35.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:42.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:42.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 11:40:15.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.018 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 11:56:58.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:05.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:05.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 12:12:27.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 12:27:52.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:38.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 12:43:28.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:33.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:33.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 12:58:57.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 13:14:27.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:34.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:34.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 13:30:00.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:00.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:10.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:10.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 13:45:40.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 14:01:14.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.622 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 14:16:54.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:01.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:01.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.752 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 14:33:25.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:04.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 14:48:49.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.258 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 15:04:29.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:36.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:36.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 15:19:58.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:58.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:05.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:05.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 15:35:41.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:12.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 15:51:13.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:21.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:21.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 16:06:52.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 16:22:35.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.685 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.566 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 16:38:10.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 16:53:43.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:43.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:50.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:50.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:23.004 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 17:10:34.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.036 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:15.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 17:26:02.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:09.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:09.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 17:41:33.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 17:57:00.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:07.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:07.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 18:12:37.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 18:28:25.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:32.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:32.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 18:43:58.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:04.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:04.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:36.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 18:59:31.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:40.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:40.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 19:15:07.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:16.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:16.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:49.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 19:30:46.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:54.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:54.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.014 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.645 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 19:47:37.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:47.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:47.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 20:03:08.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:17.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:17.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:55.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 20:18:46.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:27.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.671 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 20:34:18.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:58.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.517 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 20:49:53.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:34.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.226 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 21:05:31.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 21:21:04.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.258 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 21:36:42.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:49.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:49.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:25.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 21:52:19.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:56.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.851 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 22:07:53.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:02.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:02.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:36.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.968 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.148 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 22:24:33.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:42.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 22:40:01.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:08.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:08.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 22:55:34.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 23:11:03.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:11.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:11.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:42.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 23:26:29.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:38.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 23:42:01.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:08.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:08.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:41.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-15 23:57:35.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:14.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 00:13:11.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:19.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 00:28:50.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 00:44:29.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:34.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:34.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.894 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 01:00:39.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:46.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:46.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:13.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 01:15:49.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:54.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:54.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:19.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 01:30:51.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:57.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:57.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 01:45:58.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:58.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:02.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:02.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 02:01:02.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:08.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:08.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 02:16:17.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:23.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:23.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:52.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 02:31:31.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:36.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:36.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 02:46:41.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:19.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 03:01:53.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:30.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 03:17:09.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.652 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 03:33:27.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:37.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:37.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 03:48:43.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:51.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:51.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 04:03:52.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:58.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:58.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 04:19:03.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:04.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:09.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:09.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 04:34:18.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 04:49:31.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:36.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:36.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:59.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 05:04:32.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:36.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:36.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 05:19:17.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 05:34:05.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:08.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:08.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.623 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 05:48:28.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 45, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.416 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 45, dp_rank 22: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=11, rank_in_group=0 +2026-05-16 09:33:01.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 45 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 45 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 45: Using local metric names without global sync: ['avg'] +2026-05-16 09:36:00.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 45: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 45: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 45, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_53.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_53.log new file mode 100644 index 0000000000000000000000000000000000000000..95fccab0bdad152798dba8bff53fc8095b499ae1 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_53.log @@ -0,0 +1,3342 @@ +2026-05-12 18:34:16.544 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:34:16.547 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 18:41:14.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:01.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 53, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 18:57:11.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:11.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:20.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:20.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 19:11:54.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:00.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:00.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:17.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 19:26:37.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 19:41:18.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:24.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:24.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 19:56:06.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:07.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:12.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:12.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 20:10:48.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:54.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:54.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 20:25:29.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.304 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 20:40:22.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 20:55:11.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:17.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:17.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.346 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 21:10:50.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 21:25:34.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:40.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:40.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.748 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 21:40:24.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:31.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:31.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:51.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 21:55:16.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:22.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.785 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 22:10:05.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:11.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:11.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:32.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 22:25:00.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:09.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:09.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:32.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 22:39:58.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.062 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:24.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 22:54:43.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:49.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:49.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.099 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:08.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 23:09:27.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:33.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:33.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:52.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 23:24:14.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:14.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:42.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.207 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 23:39:57.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:17.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-12 23:54:35.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:41.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:41.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:00.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 00:09:19.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 00:24:13.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 00:38:56.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:03.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:03.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:20.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 00:53:40.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:46.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:46.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.960 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 01:08:24.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:30.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:30.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 01:23:09.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:34.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 01:37:56.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 01:52:32.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:39.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:39.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.812 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 02:08:12.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.316 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 02:23:03.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:10.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:10.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 02:37:46.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:53.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:53.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:18.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 02:52:31.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:38.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:38.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 03:07:25.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:32.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:32.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 03:22:21.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:29.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:29.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 03:37:17.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:49.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 03:52:08.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:15.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:15.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:37.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 04:07:04.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:10.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:10.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 04:22:01.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.757 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.814 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 04:37:42.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.755 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 04:52:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:32.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:32.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:48.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 05:07:10.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:17.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:17.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:31.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 05:22:01.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.867 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:25.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 05:36:45.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:52.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:52.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 05:51:27.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:52.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 06:06:15.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:21.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:21.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 06:21:04.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:10.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:10.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:27.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 06:35:45.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:51.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:51.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.961 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 06:50:33.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:39.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:39.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:16.681 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 07:06:23.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:34.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:34.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.987 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 07:21:22.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 07:36:08.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:32.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 07:50:52.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:21.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.968 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 08:05:42.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:48.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:48.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 08:20:24.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.685 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 08:35:06.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:12.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:12.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:31.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 08:50:00.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.892 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:25.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 09:04:47.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:54.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:54.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 09:19:31.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:38.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:38.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.091 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.649 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 09:35:14.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 09:50:10.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:17.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:17.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 10:05:03.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:10.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:10.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:31.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 10:19:49.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:55.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:55.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:16.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 10:34:38.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:05.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.968 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 10:49:27.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:35.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:35.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:53.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 11:04:14.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:14.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 11:19:03.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:09.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:09.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:29.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.125 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 11:33:53.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.56s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 11:48:46.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:20.096 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 12:04:29.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:40.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:40.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 12:19:22.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:28.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:28.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:50.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.847 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.107 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 12:34:12.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:18.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:18.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.881 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.178 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 12:49:00.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.432 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 13:03:44.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 13:18:34.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:40.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:40.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:07.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 13:33:28.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 13:48:12.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:18.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:18.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:37.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 14:03:00.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 14:17:49.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.307 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 14:33:26.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:52.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 14:48:16.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 15:03:11.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:19.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:19.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 15:18:01.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:08.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:08.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 15:32:52.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 15:47:43.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:50.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:50.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 16:02:30.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.704 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 16:17:19.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 16:32:12.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:18.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:18.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.004 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 16:46:55.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.929 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 17:02:47.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:55.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:55.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 17:17:35.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:41.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:41.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 17:32:22.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 17:47:17.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:23.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:23.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 18:02:10.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.560 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 18:17:12.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:39.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.788 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 18:32:17.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:26.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:26.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.921 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:44.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 18:47:14.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 19:02:13.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 19:17:16.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.127 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 23:08:12.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:12.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:54.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 23:23:42.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 23:39:04.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:10.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:10.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-13 23:54:27.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 00:09:49.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:24.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 00:25:10.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:20.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:20.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 00:40:19.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:26.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 00:55:24.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 01:10:35.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:10.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 01:25:44.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:52.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:52.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.975 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 01:41:57.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:06.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:06.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 01:57:21.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 02:12:40.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 02:27:59.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.900 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 02:43:19.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 02:58:37.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:38.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:09.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 03:13:49.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:57.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:57.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 03:29:02.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 03:44:18.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 03:59:36.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:43.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:43.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.177 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 04:15:57.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.531 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 04:31:23.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:32.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:32.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:57.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 04:46:42.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:51.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:51.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 05:01:52.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 05:17:06.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:13.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:13.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 05:32:11.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.623 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 05:47:14.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 06:02:17.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 06:17:21.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:27.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:27.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.517 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 06:32:29.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:34.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:34.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:56.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.947 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.789 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:23.914 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 06:48:30.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:37.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:37.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.756 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 07:03:44.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:52.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:52.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 07:18:33.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:38.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:38.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 07:33:22.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 07:48:21.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:26.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:26.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 08:03:16.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 08:18:15.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:20.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:20.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 08:33:17.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:47.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.987 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 08:48:24.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:29.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:29.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.622 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 09:03:25.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:53.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.358 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 09:19:29.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:35.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:35.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 09:34:33.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:38.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:38.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 09:49:32.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:37.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:37.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 10:04:32.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:01.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 10:19:29.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:36.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:36.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:03.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 10:34:35.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:40.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:40.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.165 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:02.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 10:49:32.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 11:04:32.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:36.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:36.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.731 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 11:19:23.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:27.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:27.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 11:34:20.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.881 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 11:50:14.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:19.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:19.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 12:05:05.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.500 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 12:20:00.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 12:34:53.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:57.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:57.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:17.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 12:49:47.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:52.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:52.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 13:04:35.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 13:19:21.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:25.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:25.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 13:34:18.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 13:49:22.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 14:04:23.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:28.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:28.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.668 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 14:20:16.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:42.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 14:35:11.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:36.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 14:50:06.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:10.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:10.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:32.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 15:04:59.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.453 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 15:20:03.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:08.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:08.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.371 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:30.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 15:35:01.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:05.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:05.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 15:49:48.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:53.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:53.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 16:04:39.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:05.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 16:19:33.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:38.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:38.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:05.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 16:34:33.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.733 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 16:50:28.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 17:05:21.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 17:20:17.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 17:35:19.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:54.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 17:50:23.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:28.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:49.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 18:05:24.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:50.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 18:20:20.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:26.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:26.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:50.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 18:35:21.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 18:50:16.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:47.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 19:05:19.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:50.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:20.002 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 19:21:25.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:55.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 19:36:30.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:31.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:35.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:35.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:58.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.887 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 19:51:35.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:42.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:42.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 20:06:37.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:07.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 20:21:40.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:45.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 20:36:39.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 20:51:51.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:52.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 21:06:50.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:54.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:54.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.423 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 21:21:46.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:52.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:52.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:25.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 21:37:19.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:19.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:25.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:25.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:50.089 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 21:53:56.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 22:09:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:43.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:43.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 22:25:14.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 22:40:48.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:27.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 22:56:16.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:25.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:25.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:54.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 23:11:46.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:54.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:54.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 23:27:19.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:25.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:25.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 23:42:57.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:07.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:07.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-14 23:58:33.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 00:13:54.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:50.131 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 04:07:00.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:09.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:09.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:39.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 04:22:35.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:36.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 04:38:14.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 04:53:59.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:08.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:08.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.507 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 05:09:30.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:36.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:36.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:11.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 05:25:02.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:10.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:10.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 05:40:35.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:45.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:45.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:18.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 05:56:13.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:21.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:56.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.714 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 06:11:54.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 06:27:30.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:37.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:37.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:52.867 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 06:43:59.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:08.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:08.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 06:59:28.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:38.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:38.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.535 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 07:15:02.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:11.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:11.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 07:30:35.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:42.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:42.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.757 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 07:46:00.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:08.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:08.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 08:01:41.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:41.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:49.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:49.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 08:17:04.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 08:32:40.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:47.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:47.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:22.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 08:48:17.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:26.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:26.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 09:04:02.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:08.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:08.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.469 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 09:20:37.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:44.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:44.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 09:36:13.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:22.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.500 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 09:51:52.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 10:07:16.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:56.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 10:22:49.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:56.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:56.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 10:38:19.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.531 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 10:53:43.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.482 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.954 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 11:09:06.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:16.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:16.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.500 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 11:24:35.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 11:40:15.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.185 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 11:56:58.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:05.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:05.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 12:12:27.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 12:27:52.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:38.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 12:43:28.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:33.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:33.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 12:58:57.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.712 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 13:14:27.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:27.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:35.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:35.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 13:30:00.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:00.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:10.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:10.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 13:45:40.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 14:01:14.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 14:16:54.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:01.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:01.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.868 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 14:33:25.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:05.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 14:48:49.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 15:04:29.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:36.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:36.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 15:19:58.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:05.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 15:35:41.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 15:51:13.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:21.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:21.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 16:06:52.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 16:22:34.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 16:38:10.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 16:53:43.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:51.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:51.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:22.982 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 17:10:34.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:15.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.922 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 17:26:02.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:10.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:10.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.547 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 17:41:33.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 17:57:00.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:08.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:08.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 18:12:37.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 18:28:25.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:33.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:33.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 18:43:58.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:04.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:04.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:36.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 18:59:31.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:40.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:40.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 19:15:07.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:15.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:15.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:49.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 19:30:46.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:54.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:54.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.014 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.285 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 19:47:37.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:47.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:47.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 20:03:08.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:08.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:18.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:18.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:55.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 20:18:46.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:27.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 20:34:18.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:58.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.517 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 20:49:53.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:34.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 21:05:31.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 21:21:03.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:03.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 21:36:42.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:50.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:50.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:26.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 21:52:19.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:56.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 22:07:53.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:02.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:02.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:35.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:25.749 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 22:24:33.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:42.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:42.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 22:40:01.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:08.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:08.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 22:55:34.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:34.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 23:11:03.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:11.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:11.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:42.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 23:26:29.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:38.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 23:42:01.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:08.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:08.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:41.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-15 23:57:35.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:13.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 00:13:11.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:19.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 00:28:50.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 00:44:29.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:34.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:33.098 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 01:00:39.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:47.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:47.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:13.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 01:15:49.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:55.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:55.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:19.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 01:30:51.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:58.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:58.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 01:45:59.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:03.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:03.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.523 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 02:01:02.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:08.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:08.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 02:16:16.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:16.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:24.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:24.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:52.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 02:31:31.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:36.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:36.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.662 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 02:46:41.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:18.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.184 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 03:01:53.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:31.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 03:17:09.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.450 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 03:33:27.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:37.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:37.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 03:48:43.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:52.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:52.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 04:03:52.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:59.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:59.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.620 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 04:19:03.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:10.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:10.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 04:34:18.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 04:49:31.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:37.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:37.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:59.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.183 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 05:04:32.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:36.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:36.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 05:19:17.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 05:34:05.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:08.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:08.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.624 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 05:48:28.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.632 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 53, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:55.812 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 53, dp_rank 26: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=0 +2026-05-16 09:33:01.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 53 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 53 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 53: Using local metric names without global sync: ['avg'] +2026-05-16 09:35:59.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 53: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 53: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 53, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_54.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_54.log new file mode 100644 index 0000000000000000000000000000000000000000..8d68f05bb96feb706a3334776d59665bc20b8642 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_54.log @@ -0,0 +1,5450 @@ +2026-05-12 18:36:50.850 | INFO | __main__:__init__:824 - [RewardDebug] VLM reward active: model=snapvideo_vlm, path=/nfs/ywang29/ckpts/Qwen3.5-9B, family=qwen3_5, score_type=token_credit, num_frames=20, max_pixels=50176 +2026-05-12 18:36:51.540 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:36:51.541 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 18:41:28.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:28.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:28.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_13/index_6493_seed_27064_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 18:43:06.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:43:24.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:24.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:24.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:44:41.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_13/index_6493_seed_27065_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 18:44:45.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:45:04.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 18:45:27.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 54, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 18:57:11.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:57:12.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:21.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_13/index_587_seed_16701_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 18:58:26.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 18:58:43.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:58:43.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:43.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:00.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000001/group_13/index_587_seed_16702_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 19:00:04.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:00:22.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:00:36.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 19:11:54.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:11:54.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:02.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_13/index_3343_seed_16091_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 19:13:06.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:13:24.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:13:24.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:24.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:14:43.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000002/group_13/index_3343_seed_16092_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 19:14:46.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:15:06.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:15:17.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 19:26:37.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:26:37.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:44.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_13/index_1654_seed_2811_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 19:27:49.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:28:07.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:28:07.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:28:07.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:29:24.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000003/group_13/index_1654_seed_2812_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 19:29:29.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:29:47.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:30:01.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 19:41:18.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:41:18.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:25.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_13/index_9378_seed_21400_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 19:42:29.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:42:48.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:42:48.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:48.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:08.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000004/group_13/index_9378_seed_21401_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 19:44:12.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:44:30.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:44:42.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 19:56:06.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 19:56:07.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:07.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:14.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_13/index_2163_seed_5758_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 19:57:17.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:57:35.454 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:57:35.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:35.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:58:52.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000005/group_13/index_2163_seed_5759_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 19:58:55.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 19:59:13.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 19:59:28.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 20:10:48.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:10:48.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:56.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_13/index_2074_seed_2223_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 20:11:59.262 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:12:16.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:12:16.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:12:16.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:13:35.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000006/group_13/index_2074_seed_2224_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 20:13:38.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:13:56.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:14:11.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 20:25:29.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:25:29.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:37.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_13/index_6829_seed_25619_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 20:26:40.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:26:58.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:26:58.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:58.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:23.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000007/group_13/index_6829_seed_25620_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 20:28:28.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:28:47.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:29:00.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 20:40:22.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:40:22.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:30.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_13/index_8866_seed_20342_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 20:41:33.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:41:52.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:41:52.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:52.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:10.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000008/group_13/index_8866_seed_20343_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 20:43:16.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:43:33.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:43:45.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 20:55:11.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 20:55:11.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:12.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:19.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_13/index_7625_seed_31624_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 20:56:24.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:56:42.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:56:42.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:42.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:57:58.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000009/group_13/index_7625_seed_31625_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 20:58:02.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 20:58:20.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 20:58:35.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.207 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 21:10:50.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:10:50.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:51.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:12:00.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_13/index_3387_seed_27192_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 21:12:03.981 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:12:22.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:12:22.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:12:22.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:13:42.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000010/group_13/index_3387_seed_27193_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 21:13:45.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:14:04.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:14:16.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 21:25:34.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:25:34.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:41.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_13/index_1969_seed_26017_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 21:26:46.998 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:27:06.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:27:06.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:27:06.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:28:25.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000011/group_13/index_1969_seed_26018_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 21:28:30.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:28:49.106 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:29:02.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 21:40:24.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:40:24.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:32.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_13/index_2917_seed_14637_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 21:41:37.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:41:55.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:41:55.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:55.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:15.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000012/group_13/index_2917_seed_14638_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 21:43:20.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:43:38.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:43:51.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 21:55:16.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 21:55:16.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:23.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_13/index_7170_seed_29638_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 21:56:27.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:56:45.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:56:45.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:45.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:07.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000013/group_13/index_7170_seed_29639_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 21:58:10.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 21:58:28.417 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 21:58:42.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 22:10:04.943 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:10:05.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:12.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_13/index_2349_seed_30174_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 22:11:16.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:11:34.730 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:11:34.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:34.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:12:56.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000014/group_13/index_2349_seed_30175_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 22:13:02.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:13:20.203 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:13:32.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 22:25:00.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:25:00.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:10.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_13/index_7266_seed_2780_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 22:26:14.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:26:32.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:26:32.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:32.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:27:57.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000015/group_13/index_7266_seed_2781_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 22:28:03.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:28:21.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:28:32.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 22:39:58.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:39:58.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:59.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:06.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_13/index_5589_seed_23270_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 22:41:11.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:41:29.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:41:29.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:29.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:42:48.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000016/group_13/index_5589_seed_23271_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 22:42:52.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:43:10.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:43:23.062 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:43:24.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 22:54:43.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 22:54:43.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:50.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_13/index_173_seed_694_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 22:55:55.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:56:13.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:56:13.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:56:13.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:57:32.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000017/group_13/index_173_seed_695_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 22:57:36.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 22:57:54.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 22:58:08.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 23:09:27.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:09:27.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:34.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_13/index_1580_seed_6548_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 23:10:38.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:10:55.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:10:55.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:55.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:18.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000018/group_13/index_1580_seed_6549_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 23:12:21.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:12:39.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:12:53.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.535 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 23:24:14.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:24:15.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:22.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_13/index_8612_seed_31124_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 23:25:25.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:25:42.848 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:25:42.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:42.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:07.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000019/group_13/index_8612_seed_31125_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 23:27:12.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:27:30.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:27:42.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.273 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 23:39:57.482 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:39:57.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:05.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_13/index_4883_seed_5498_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 23:41:09.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:41:28.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:41:28.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:28.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:42:42.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000020/group_13/index_4883_seed_5499_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 23:42:47.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:43:06.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:43:17.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-12 23:54:35.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 23:54:35.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:42.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_13/index_3040_seed_28885_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-12 23:55:46.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:56:06.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:56:06.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:56:06.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:24.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000021/group_13/index_3040_seed_28886_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-12 23:57:27.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-12 23:57:46.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-12 23:58:00.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 00:09:19.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:09:19.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:27.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_13/index_7742_seed_32496_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 00:10:32.166 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:10:49.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:10:49.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:49.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:12.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000022/group_13/index_7742_seed_32497_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 00:12:16.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:12:34.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:12:51.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 00:24:13.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:24:13.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:21.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_13/index_1830_seed_1574_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 00:25:25.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:25:43.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:25:43.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:43.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:00.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000023/group_13/index_1830_seed_1575_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 00:27:03.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:27:21.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:27:35.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 00:38:56.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:38:56.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:05.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_13/index_3619_seed_3548_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 00:40:08.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:40:26.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:40:26.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:26.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:41:45.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000024/group_13/index_3619_seed_3549_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 00:41:49.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:42:07.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:42:20.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 00:53:40.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 00:53:40.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:47.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_13/index_9319_seed_17721_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 00:54:50.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:55:08.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:55:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:55:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:56:27.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000025/group_13/index_9319_seed_17722_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 00:56:30.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 00:56:49.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 00:57:03.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 01:08:24.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:08:24.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:31.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_13/index_3139_seed_4508_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 01:09:34.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:09:52.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:09:52.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:52.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:15.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000026/group_13/index_3139_seed_4509_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 01:11:20.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:11:38.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:11:50.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 01:23:09.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:23:09.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:17.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_13/index_6674_seed_22581_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 01:24:21.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:24:39.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:24:39.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:39.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:25:58.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000027/group_13/index_6674_seed_22582_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 01:26:01.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:26:19.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:26:34.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 01:37:56.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:37:56.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:04.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_13/index_9980_seed_29622_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 01:39:09.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:39:27.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:39:27.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:27.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:40:42.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000028/group_13/index_9980_seed_29623_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 01:40:47.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:41:06.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:41:15.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 01:52:32.901 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 01:52:33.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:40.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_13/index_7481_seed_1688_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 01:53:44.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:54:02.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:54:02.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:54:02.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:20.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000029/group_13/index_7481_seed_1689_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 01:55:25.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 01:55:43.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 01:55:57.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.892 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 02:08:12.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:08:12.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:20.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_13/index_876_seed_5368_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 02:09:25.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:09:42.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:09:42.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:42.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:01.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000030/group_13/index_876_seed_5369_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 02:11:05.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:11:22.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:11:35.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 02:23:03.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:23:03.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:11.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_13/index_6_seed_25487_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 02:24:15.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:24:34.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:24:34.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:34.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:25:54.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000031/group_13/index_6_seed_25488_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 02:25:57.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:26:16.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:26:29.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.112 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 02:37:46.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:37:46.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:54.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_13/index_874_seed_26115_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 02:39:00.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:39:18.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:39:18.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:39:18.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:40:43.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000032/group_13/index_874_seed_26116_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 02:40:47.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:41:06.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:41:19.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 02:52:31.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 02:52:31.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:39.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_13/index_3436_seed_10814_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 02:53:44.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:54:02.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:54:02.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:54:02.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:23.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000033/group_13/index_3436_seed_10815_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 02:55:27.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 02:55:45.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 02:56:00.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 03:07:25.626 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:07:25.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:33.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_13/index_5339_seed_9496_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 03:08:38.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:08:56.947 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:08:56.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:56.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:17.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000034/group_13/index_5339_seed_9497_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 03:10:22.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:10:40.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:10:55.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 03:22:21.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:22:21.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:30.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_13/index_4255_seed_27252_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 03:23:34.487 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:23:52.800 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:23:52.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:52.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:15.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000035/group_13/index_4255_seed_27253_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 03:25:20.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:25:38.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:25:52.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.125 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 03:37:17.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:37:17.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:25.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_13/index_2741_seed_15282_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 03:38:29.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:38:49.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:38:49.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:49.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:12.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000036/group_13/index_2741_seed_15283_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 03:40:17.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:40:35.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:40:49.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 03:52:08.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 03:52:09.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:16.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_13/index_2580_seed_12045_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 03:53:21.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:53:39.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:53:39.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:39.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:54:58.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_13/index_2580_seed_12046_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 03:55:03.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 03:55:20.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 03:55:37.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 04:07:04.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:07:04.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:12.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_13/index_7824_seed_3053_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 04:08:16.990 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:08:35.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:08:35.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:35.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:09:56.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000038/group_13/index_7824_seed_3054_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 04:10:00.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:10:18.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:10:32.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 04:22:01.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:22:01.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:09.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_13/index_5221_seed_2867_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 04:23:12.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:23:31.117 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:23:31.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:31.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:24:50.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000039/group_13/index_5221_seed_2868_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 04:24:53.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:25:12.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:25:27.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.537 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 04:37:42.386 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:37:42.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:51.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_13/index_6865_seed_8412_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 04:38:56.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:39:15.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:39:15.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:39:15.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:40:30.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000040/group_13/index_6865_seed_8413_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 04:40:35.750 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:40:54.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:41:07.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.756 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 04:52:24.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 04:52:24.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:33.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_13/index_5658_seed_4763_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 04:53:38.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:53:57.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:53:57.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:57.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:17.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000041/group_13/index_5658_seed_4764_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 04:55:22.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 04:55:40.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 04:55:49.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 05:07:10.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:07:10.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:19.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_13/index_2150_seed_14979_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 05:08:23.472 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:08:42.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:08:42.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:42.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:09:59.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000042/group_13/index_2150_seed_14980_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 05:10:02.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:10:21.152 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:10:32.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 05:22:01.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:22:01.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:09.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_13/index_3937_seed_22912_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 05:23:14.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:23:32.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:23:32.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:32.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:24:51.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000043/group_13/index_3937_seed_22913_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 05:24:55.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:25:13.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:25:25.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 05:36:45.203 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:36:45.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:54.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_13/index_4019_seed_18659_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 05:37:57.268 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:38:15.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:38:15.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:38:15.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:39:37.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000044/group_13/index_4019_seed_18660_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 05:39:40.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:39:59.117 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:40:12.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 05:51:27.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 05:51:27.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:35.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_13/index_9986_seed_26839_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 05:52:40.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:52:58.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:52:58.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:58.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:16.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000045/group_13/index_9986_seed_26840_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 05:54:20.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 05:54:38.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 05:54:53.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 06:06:15.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:06:15.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:22.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_13/index_7606_seed_5572_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 06:07:25.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:07:44.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:07:44.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:44.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:08.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000046/group_13/index_7606_seed_5573_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 06:09:11.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:09:30.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:09:43.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.612 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 06:21:04.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:21:04.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:11.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_13/index_6342_seed_33207_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 06:22:17.074 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:22:35.117 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:22:35.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:35.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:23:52.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000047/group_13/index_6342_seed_33208_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 06:23:57.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:24:16.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:24:27.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 06:35:45.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:35:45.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:46.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:53.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_13/index_6392_seed_14817_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 06:36:57.585 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:37:16.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:37:16.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:37:16.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:38:33.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000048/group_13/index_6392_seed_14818_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 06:38:36.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:38:55.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:39:08.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.977 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 06:50:33.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 06:50:33.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:41.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_13/index_777_seed_27062_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 06:51:44.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:52:02.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:52:02.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:52:02.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:53:24.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000049/group_13/index_777_seed_27063_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 06:53:27.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 06:53:45.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 06:54:01.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:16.792 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 07:06:23.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:06:23.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:35.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_13/index_6668_seed_24574_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 07:07:40.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:07:59.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:07:59.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:59.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:21.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000050/group_13/index_6668_seed_24575_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 07:09:25.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:09:43.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:09:55.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 07:21:22.238 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:21:22.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:29.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_13/index_8139_seed_14655_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 07:22:35.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:22:52.817 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:22:52.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:52.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:11.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000051/group_13/index_8139_seed_14656_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 07:24:15.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:24:33.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:24:48.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.416 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 07:36:08.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:36:08.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:17.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_13/index_1988_seed_27070_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 07:37:22.278 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:37:39.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:37:39.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:39.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:38:58.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000052/group_13/index_1988_seed_27071_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 07:39:03.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:39:21.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:39:32.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 07:50:52.566 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 07:50:52.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:52:00.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_13/index_8143_seed_20295_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 07:52:04.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:52:23.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:52:23.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:52:23.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:53:44.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000053/group_13/index_8143_seed_20296_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 07:53:50.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 07:54:09.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 07:54:22.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.967 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 08:05:42.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:05:42.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:49.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_13/index_3453_seed_2888_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 08:06:53.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:07:11.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:07:11.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:07:11.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:08:28.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000054/group_13/index_3453_seed_2889_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 08:08:32.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:08:50.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:09:03.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.303 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 08:20:24.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:20:24.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:32.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_13/index_6570_seed_6179_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 08:21:35.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:21:53.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:21:53.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:53.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:13.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000055/group_13/index_6570_seed_6180_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 08:23:18.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:23:36.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:23:45.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.387 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 08:35:06.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:35:07.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:07.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:14.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_13/index_2363_seed_5832_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 08:36:18.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:36:36.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:36:36.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:36.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:37:58.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000056/group_13/index_2363_seed_5833_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 08:38:01.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:38:19.466 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:38:32.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 08:50:00.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 08:50:00.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:07.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_13/index_7125_seed_23364_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 08:51:12.830 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:51:30.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:51:30.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:30.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:52:48.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000057/group_13/index_7125_seed_23365_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 08:52:52.212 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 08:53:10.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 08:53:24.892 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 08:53:25.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 09:04:47.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:04:47.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:55.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_13/index_966_seed_18340_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 09:05:58.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:06:17.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:06:17.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:06:17.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:07:38.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000058/group_13/index_966_seed_18341_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 09:07:43.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:08:01.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:08:13.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 09:19:31.633 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:19:31.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:40.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_13/index_6316_seed_32727_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 09:20:44.610 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:21:02.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:21:02.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:21:02.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:22:24.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000059/group_13/index_6316_seed_32728_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 09:22:28.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:22:47.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:23:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.523 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 09:35:14.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:35:14.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:24.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_13/index_9776_seed_28286_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 09:36:30.129 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:36:48.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:36:48.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:48.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:11.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000060/group_13/index_9776_seed_28287_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 09:38:15.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:38:32.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:38:48.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 09:50:11.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 09:50:11.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:18.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_13/index_7314_seed_24802_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 09:51:21.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:51:39.512 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:51:39.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:39.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:52:59.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000061/group_13/index_7314_seed_24803_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 09:53:05.246 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 09:53:23.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 09:53:36.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 10:05:03.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:05:03.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:11.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_13/index_6137_seed_6575_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 10:06:15.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:06:32.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:06:32.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:32.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:07:57.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000062/group_13/index_6137_seed_6576_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 10:08:00.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:08:17.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:08:31.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 10:19:49.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:19:49.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:50.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:57.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_13/index_1415_seed_23248_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 10:21:02.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:21:20.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:21:20.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:21:20.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:22:43.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000063/group_13/index_1415_seed_23249_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 10:22:47.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:23:06.104 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:23:16.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 10:34:38.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:34:38.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:46.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_13/index_8480_seed_12503_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 10:35:51.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:36:08.213 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:36:08.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:36:08.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:37:29.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000064/group_13/index_8480_seed_12504_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 10:37:33.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:37:50.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:38:05.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 10:49:27.602 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 10:49:27.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:37.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_13/index_2062_seed_32651_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 10:50:42.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:50:59.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:50:59.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:59.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:20.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000065/group_13/index_2062_seed_32652_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 10:52:25.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 10:52:42.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 10:52:53.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 11:04:14.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:04:14.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:22.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_13/index_5792_seed_32994_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 11:05:25.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:05:42.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:05:42.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:42.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000066/group_13/index_5792_seed_32995_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 11:07:12.571 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:07:30.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:07:44.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 11:19:03.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:19:03.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:04.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:11.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_13/index_2524_seed_1989_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 11:20:16.784 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:20:33.144 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:20:33.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:33.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:21:54.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000067/group_13/index_2524_seed_1990_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 11:21:58.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:22:15.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:22:29.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 11:33:53.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:33:53.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:02.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_13/index_1214_seed_2800_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 11:35:08.089 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:35:25.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:35:25.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:25.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:36:45.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000068/group_13/index_1214_seed_2801_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 11:36:50.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:37:07.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:37:21.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.56s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 11:48:46.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 11:48:46.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:54.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_13/index_4263_seed_15716_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 11:49:58.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:50:15.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:50:15.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:50:15.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:51:35.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000069/group_13/index_4263_seed_15717_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 11:51:38.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 11:51:56.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 11:52:09.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.661 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 12:04:30.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:04:30.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:42.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_13/index_989_seed_9324_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 12:05:45.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:06:02.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:06:02.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:06:02.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:24.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000070/group_13/index_989_seed_9325_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 12:07:29.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:07:47.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:07:59.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 12:19:22.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:19:22.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:30.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_13/index_3425_seed_8335_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 12:20:35.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:20:51.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:20:51.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:51.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:13.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000071/group_13/index_3425_seed_8336_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 12:22:17.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:22:35.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:22:50.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 12:34:12.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:34:12.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:19.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_13/index_4902_seed_13354_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 12:35:25.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:35:42.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:35:42.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:42.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:36:59.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000072/group_13/index_4902_seed_13355_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 12:37:02.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:37:20.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:37:35.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.882 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 12:49:00.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 12:49:00.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:08.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_13/index_2501_seed_2845_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 12:50:13.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:50:30.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:50:30.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:30.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:51:48.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000073/group_13/index_2501_seed_2846_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 12:51:53.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 12:52:11.070 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 12:52:23.432 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 12:52:24.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 13:03:44.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:03:44.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:51.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_13/index_5986_seed_15063_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 13:04:55.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:05:12.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:05:12.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:05:12.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:06:38.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000074/group_13/index_5986_seed_15064_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 13:06:41.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:06:59.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:07:14.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 13:18:34.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:18:34.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:42.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_13/index_4367_seed_26415_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 13:19:45.745 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:20:03.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:20:03.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:20:03.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:21:28.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000075/group_13/index_4367_seed_26416_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 13:21:33.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:21:50.561 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:22:07.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 13:33:28.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:33:28.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:36.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_13/index_5995_seed_23474_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 13:34:41.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:34:57.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:34:57.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:57.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:19.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000076/group_13/index_5995_seed_23475_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 13:36:23.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:36:41.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:36:52.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 13:48:12.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 13:48:12.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:20.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_13/index_1338_seed_6930_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 13:49:25.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:49:43.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:49:43.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:43.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:01.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000077/group_13/index_1338_seed_6931_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 13:51:06.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 13:51:23.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 13:51:37.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 14:03:00.983 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:03:01.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:01.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:09.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_13/index_2049_seed_10812_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 14:04:12.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:04:29.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:04:29.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:29.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:05:50.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000078/group_13/index_2049_seed_10813_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 14:05:54.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:06:12.061 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:06:24.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 14:17:49.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:17:49.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:50.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:57.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_13/index_147_seed_5199_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 14:19:01.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:19:18.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:19:18.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:19:18.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:20:36.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000079/group_13/index_147_seed_5200_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 14:20:41.944 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:20:58.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:21:12.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.050 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 14:33:26.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:33:26.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:36.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_13/index_7507_seed_24421_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 14:34:41.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:34:58.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:34:58.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:58.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:19.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000080/group_13/index_7507_seed_24422_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 14:36:24.527 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:36:41.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:36:52.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 14:48:16.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 14:48:16.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:17.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:26.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_13/index_3919_seed_701_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 14:49:30.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:49:48.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:49:48.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:48.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:10.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000081/group_13/index_3919_seed_702_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 14:51:15.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 14:51:32.808 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 14:51:48.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 15:03:11.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:03:11.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:20.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_13/index_2289_seed_6623_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 15:04:25.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:04:42.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:04:42.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:42.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:00.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000082/group_13/index_2289_seed_6624_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 15:06:04.576 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:06:22.712 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:06:36.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 15:18:01.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:18:01.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:10.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_13/index_8216_seed_1916_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 15:19:15.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:19:32.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:19:32.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:32.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:20:53.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000083/group_13/index_8216_seed_1917_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 15:20:58.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:21:15.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:21:28.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 15:32:52.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:32:52.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:53.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:34:01.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_13/index_6012_seed_113_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 15:34:05.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:34:22.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:34:22.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:34:22.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:35:46.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000084/group_13/index_6012_seed_114_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 15:35:51.857 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:36:08.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:36:20.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 15:47:43.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 15:47:43.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:52.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_13/index_8791_seed_30121_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 15:48:56.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:49:13.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:49:13.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:49:13.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:50:31.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000085/group_13/index_8791_seed_30122_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 15:50:36.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 15:50:53.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 15:51:06.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 16:02:30.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:02:30.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:38.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_13/index_9862_seed_994_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 16:03:42.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:03:59.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:03:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:59.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:22.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000086/group_13/index_9862_seed_995_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 16:05:26.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:05:43.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:05:58.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 16:17:19.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:17:20.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:20.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:29.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_13/index_2508_seed_18552_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 16:18:32.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:18:50.034 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:18:50.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:50.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:15.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000087/group_13/index_2508_seed_18553_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 16:20:18.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:20:35.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:20:51.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 16:32:12.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:32:12.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:20.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_13/index_4851_seed_14535_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 16:33:26.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:33:42.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:33:42.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:42.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:34:59.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000088/group_13/index_4851_seed_14536_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 16:35:03.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:35:20.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:35:35.004 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:35:36.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 16:46:55.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 16:46:55.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:04.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_13/index_3953_seed_11254_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 16:48:09.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:48:26.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:48:26.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:26.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:49:45.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000089/group_13/index_3953_seed_11255_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 16:49:49.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 16:50:06.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 16:50:19.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.290 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.921 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 17:02:47.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:02:47.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:56.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_13/index_9668_seed_22378_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 17:04:00.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:04:17.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:04:17.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:04:17.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:05:41.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000090/group_13/index_9668_seed_22379_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 17:05:44.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:06:02.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:06:14.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.001 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 17:17:35.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:17:35.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:43.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_13/index_5555_seed_4522_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 17:18:48.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:19:05.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:19:05.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:19:05.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:20:25.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000091/group_13/index_5555_seed_4523_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 17:20:29.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:20:48.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:21:02.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.993 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 17:32:22.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:32:22.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:32.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_13/index_9001_seed_7189_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 17:33:36.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:33:53.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:33:53.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:53.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:18.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000092/group_13/index_9001_seed_7190_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 17:35:23.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:35:40.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:35:53.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 17:47:17.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 17:47:17.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:24.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_13/index_6810_seed_9096_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 17:48:28.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:48:45.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:48:45.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:45.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:09.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000093/group_13/index_6810_seed_9097_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 17:50:15.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 17:50:32.071 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 17:50:46.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 18:02:10.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:02:11.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:11.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:18.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_13/index_9350_seed_14301_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 18:03:22.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:03:40.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:03:40.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:40.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:01.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000094/group_13/index_9350_seed_14302_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 18:05:06.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:05:23.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:05:37.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.243 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 18:17:12.828 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:17:12.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:13.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:21.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_13/index_8849_seed_24974_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 18:18:24.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:18:42.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:18:42.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:42.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:04.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000095/group_13/index_8849_seed_24975_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 18:20:07.318 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:20:24.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:20:39.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 18:32:17.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:32:17.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:28.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_13/index_1544_seed_3864_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 18:33:33.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:33:50.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:33:50.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:50.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:11.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000096/group_13/index_1544_seed_3865_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 18:35:16.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:35:33.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:35:44.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 18:47:14.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 18:47:14.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:23.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_13/index_3151_seed_13375_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 18:48:27.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:48:45.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:48:45.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:45.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:10.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000097/group_13/index_3151_seed_13376_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 18:50:15.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 18:50:33.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 18:50:46.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 19:02:13.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:02:13.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:21.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_13/index_2185_seed_28618_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 19:03:26.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:03:43.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:03:43.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:43.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:11.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000098/group_13/index_2185_seed_28619_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 19:05:16.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:05:33.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:05:48.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 19:17:16.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 19:17:16.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:17.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:25.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_13/index_5759_seed_5854_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 19:18:29.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:18:48.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:18:48.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:48.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:11.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000099/group_13/index_5759_seed_5855_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 19:20:16.332 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 19:20:33.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 19:20:49.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.286 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 23:08:13.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:22.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_13/index_6556_seed_20228_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 23:09:26.093 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:09:44.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:44.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:44.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:11.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_13/index_6556_seed_20229_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 23:11:14.504 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:11:33.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:55.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 23:23:42.061 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:49.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_13/index_1275_seed_11048_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 23:24:52.795 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:25:10.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:10.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:10.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:26:39.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_13/index_1275_seed_11049_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 23:26:44.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:27:02.751 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:17.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 23:39:04.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:12.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_13/index_3251_seed_30214_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 23:40:16.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:40:34.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:34.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:34.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:41:58.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_13/index_3251_seed_30215_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 23:42:03.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:42:21.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:37.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-13 23:54:27.148 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:37.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_13/index_6184_seed_13847_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-13 23:55:40.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:55:58.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:55:58.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:58.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:57:26.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_13/index_6184_seed_13848_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-13 23:57:31.467 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-13 23:57:49.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:05.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.214 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 00:09:49.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:59.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_13/index_9683_seed_27122_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 00:11:03.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:11:21.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:21.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:21.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:12:47.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_13/index_9683_seed_27123_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 00:12:52.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:13:09.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:25.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 00:25:10.620 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:22.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_13/index_2006_seed_13145_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 00:26:26.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:26:44.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:44.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:44.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:06.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_13/index_2006_seed_13146_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 00:28:11.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:28:29.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:41.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.535 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 00:40:19.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:19.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:28.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_13/index_2035_seed_3302_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 00:41:32.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:41:50.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:41:50.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:50.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:12.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_13/index_2035_seed_3303_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 00:43:17.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:43:35.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:50.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 00:55:24.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:25.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:34.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_13/index_3856_seed_26868_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 00:56:38.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:56:56.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:56:56.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:56.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:17.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_13/index_3856_seed_26869_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 00:58:21.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 00:58:39.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:54.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 01:10:35.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:47.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_13/index_5348_seed_17441_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 01:11:52.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:12:09.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:09.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:09.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:13:31.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_13/index_5348_seed_17442_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 01:13:36.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:13:54.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:10.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.978 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 01:25:44.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:54.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_13/index_1364_seed_23009_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 01:26:58.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:27:16.417 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:16.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:16.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:28:38.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_13/index_1364_seed_23010_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 01:28:43.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:29:01.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:18.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.698 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 01:41:57.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:07.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_13/index_7512_seed_14828_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 01:43:11.675 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:43:30.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:30.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:30.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:44:58.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_13/index_7512_seed_14829_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 01:45:01.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:45:21.302 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:33.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 01:57:21.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:30.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_13/index_635_seed_32242_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 01:58:35.892 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 01:58:53.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:58:53.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:53.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:18.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_13/index_635_seed_32243_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 02:00:23.263 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:00:41.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:57.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 02:12:39.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:40.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:48.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_13/index_9147_seed_8078_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 02:13:52.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:14:10.474 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:10.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:10.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:15:34.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_13/index_9147_seed_8079_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 02:15:40.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:15:57.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:15.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 02:27:59.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:27:59.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:28:00.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:09.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_13/index_9284_seed_30050_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 02:29:13.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:29:31.406 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:31.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:31.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:30:55.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_13/index_9284_seed_30051_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 02:30:59.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:31:18.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:36.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 02:43:19.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:28.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_13/index_6270_seed_2827_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 02:44:31.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:44:49.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:44:49.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:49.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:16.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_13/index_6270_seed_2828_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 02:46:22.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 02:46:39.941 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:55.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 02:58:37.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:47.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_13/index_5278_seed_32106_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 02:59:51.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:00:10.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:10.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:10.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:01:30.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_13/index_5278_seed_32107_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 03:01:33.251 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:01:51.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:10.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 03:13:49.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:59.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_13/index_2676_seed_21921_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 03:15:04.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:15:22.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:22.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:22.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:16:45.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_13/index_2676_seed_21922_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 03:16:50.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:17:09.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:22.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 03:29:02.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:03.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:03.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:12.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_13/index_7079_seed_5683_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 03:30:17.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:30:34.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:34.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:34.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:31:58.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_13/index_7079_seed_5684_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 03:32:03.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:32:21.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:36.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 03:44:18.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:27.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_13/index_3406_seed_3984_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 03:45:32.482 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:45:49.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:45:49.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:49.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:14.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_13/index_3406_seed_3985_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 03:47:19.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 03:47:37.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:51.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.500 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 03:59:36.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:36.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:44.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_13/index_4248_seed_24472_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 04:00:48.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:01:06.649 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:06.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:06.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:02:27.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_13/index_4248_seed_24473_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 04:02:33.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:02:50.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:06.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:47.302 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 04:15:57.122 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:07.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_13/index_7807_seed_8862_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 04:17:11.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:17:28.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:28.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:28.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:18:58.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_13/index_7807_seed_8863_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 04:19:01.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:19:19.648 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:37.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.532 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 04:31:23.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:33.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_13/index_9596_seed_22236_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 04:32:36.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:32:54.677 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:32:54.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:54.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:19.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_13/index_9596_seed_22237_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 04:34:22.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:34:40.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:57.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 04:46:42.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:53.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_13/index_3897_seed_26347_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 04:47:56.702 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:48:14.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:14.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:14.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:49:38.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_13/index_3897_seed_26348_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 04:49:41.195 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 04:49:59.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:15.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 05:01:52.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:03:00.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_13/index_9788_seed_17707_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 05:03:03.690 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:03:21.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:21.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:21.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:04:44.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_13/index_9788_seed_17708_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 05:04:47.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:05:06.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:22.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 05:17:06.271 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:15.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_13/index_7815_seed_11192_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 05:18:18.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:18:36.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:36.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:36.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:19:59.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_13/index_7815_seed_11193_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 05:20:02.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:20:21.040 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:38.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 05:32:11.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:12.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:18.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_13/index_9467_seed_12199_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 05:33:23.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:33:41.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:41.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:41.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:01.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_13/index_9467_seed_12200_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 05:35:06.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:35:24.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:37.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.623 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 05:47:14.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:21.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_13/index_365_seed_18377_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 05:48:26.155 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:48:43.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:43.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:43.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:04.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_13/index_365_seed_18378_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 05:50:08.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 05:50:26.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:41.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 06:02:17.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:24.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_13/index_7377_seed_27572_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 06:03:30.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:03:49.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:03:49.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:49.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:10.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_13/index_7377_seed_27573_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 06:05:14.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:05:33.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:48.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 06:17:21.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:29.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_13/index_9519_seed_25439_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 06:18:32.642 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:18:50.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:18:50.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:50.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:17.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_13/index_9519_seed_25440_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 06:20:21.137 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:20:39.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:56.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 06:32:29.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:36.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_13/index_6141_seed_28742_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 06:33:39.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:33:57.025 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:33:57.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:57.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:20.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_13/index_6141_seed_28743_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 06:35:25.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:35:43.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:57.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:24.033 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 06:48:30.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:39.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_13/index_3889_seed_24953_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 06:49:44.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:50:01.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:01.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:01.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:51:29.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_13/index_3889_seed_24954_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 06:51:34.612 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 06:51:52.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.756 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:05.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 07:03:44.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:54.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_13/index_1204_seed_29056_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 07:04:58.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:05:16.532 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:16.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:16.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:06:32.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_13/index_1204_seed_29057_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 07:06:35.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:06:53.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:08.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 07:18:33.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:40.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_13/index_87_seed_29687_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 07:19:43.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:20:01.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:01.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:01.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:22.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_13/index_87_seed_29688_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 07:21:25.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:21:43.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:58.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 07:33:22.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:28.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_13/index_2570_seed_15362_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 07:34:31.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:34:49.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:34:49.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:49.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:13.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_13/index_2570_seed_15363_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 07:36:16.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:36:34.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:49.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.500 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 07:48:21.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:22.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:22.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:27.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_13/index_769_seed_196_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 07:49:31.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:49:49.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:49.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:49.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:12.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_13/index_769_seed_197_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 07:51:17.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 07:51:35.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:48.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 08:03:16.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:25.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_13/index_619_seed_26367_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 08:04:29.211 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:04:49.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:04:49.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:49.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:10.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_13/index_619_seed_26368_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 08:06:15.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:06:33.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:46.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 08:18:15.523 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:21.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_13/index_5624_seed_29387_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 08:19:26.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:19:44.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:44.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:44.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:08.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_13/index_5624_seed_29388_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 08:21:12.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:21:30.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:48.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 08:33:17.909 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:18.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:18.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:24.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_13/index_4489_seed_5134_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 08:34:29.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:34:48.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:34:48.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:48.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:12.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_13/index_4489_seed_5135_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 08:36:16.306 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:36:34.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:48.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 08:48:24.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:31.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_13/index_4678_seed_12859_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 08:49:34.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:49:52.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:49:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:18.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_13/index_4678_seed_12860_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 08:51:24.249 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 08:51:41.973 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:53.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 09:03:25.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:32.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_13/index_8876_seed_11909_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 09:04:37.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:04:54.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:04:54.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:54.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:17.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_13/index_8876_seed_11910_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 09:06:22.102 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:06:39.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:54.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.639 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 09:19:29.116 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:37.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_13/index_4226_seed_1121_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 09:20:42.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:21:00.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:21:00.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:21:00.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:22:22.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_13/index_4226_seed_1122_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 09:22:27.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:22:45.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:02.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 09:34:33.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:40.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_13/index_6245_seed_7335_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 09:35:45.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:36:03.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:03.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:03.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:37:23.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_13/index_6245_seed_7336_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 09:37:28.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:37:46.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:03.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 09:49:32.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:32.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:33.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:39.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_13/index_1590_seed_31296_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 09:50:44.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:51:01.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:01.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:01.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:52:23.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_13/index_1590_seed_31297_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 09:52:27.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 09:52:45.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:01.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 10:04:32.300 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:38.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_13/index_4827_seed_706_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 10:05:40.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:06:00.271 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:00.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:00.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:07:23.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_13/index_4827_seed_707_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 10:07:28.815 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:07:49.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:02.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 10:19:29.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_13/index_589_seed_17212_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 10:20:43.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:21:00.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:21:00.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:21:00.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:22:23.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_13/index_589_seed_17213_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 10:22:27.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:22:45.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:03.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 10:34:35.637 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:41.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_13/index_1666_seed_17972_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 10:35:44.952 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:36:02.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:02.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:02.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:37:25.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_13/index_1666_seed_17973_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 10:37:30.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:37:49.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:03.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 10:49:32.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:41.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_13/index_9152_seed_13464_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 10:50:45.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:51:03.816 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:03.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:03.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:52:22.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_13/index_9152_seed_13465_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 10:52:27.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 10:52:46.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:01.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.798 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 11:04:32.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:38.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_13/index_8628_seed_27218_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 11:05:43.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:06:01.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:01.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:01.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:21.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_13/index_8628_seed_27219_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 11:07:25.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:07:43.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:57.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 11:19:23.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:29.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_13/index_8319_seed_8832_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 11:20:34.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:20:52.834 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:20:52.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:52.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:13.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_13/index_8319_seed_8833_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 11:22:17.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:22:35.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:49.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 11:34:20.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:26.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_13/index_3388_seed_12319_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 11:35:31.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:35:49.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:35:49.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:49.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:09.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_13/index_3388_seed_12320_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 11:37:13.552 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:37:32.117 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:47.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.407 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 11:50:14.328 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:21.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_13/index_8369_seed_19154_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 11:51:24.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:51:42.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:42.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:42.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:05.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_13/index_8369_seed_19155_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 11:53:10.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 11:53:28.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:41.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 12:05:05.590 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:14.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_13/index_415_seed_16169_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 12:06:19.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:06:36.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:36.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:36.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:07:57.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_13/index_415_seed_16170_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 12:08:02.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:08:19.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:34.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 12:20:00.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:06.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_13/index_3755_seed_5371_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 12:21:10.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:21:28.451 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:28.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:28.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:22:50.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_13/index_3755_seed_5372_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 12:22:54.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:23:12.028 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:22.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 12:34:53.531 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:59.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_13/index_6229_seed_18112_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 12:36:02.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:36:20.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:20.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:20.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:37:41.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_13/index_6229_seed_18113_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 12:37:44.201 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:38:02.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:18.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 12:49:48.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:54.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_13/index_4191_seed_19795_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 12:50:59.669 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:51:17.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:17.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:17.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:52:35.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_13/index_4191_seed_19796_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 12:52:40.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 12:52:57.707 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:12.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 13:04:35.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:41.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_13/index_420_seed_20087_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 13:05:44.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:06:02.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:02.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:02.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:22.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_13/index_420_seed_20088_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 13:07:25.503 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:07:43.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:08:00.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.742 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 13:19:21.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:21.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:27.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_13/index_3371_seed_8824_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 13:20:30.766 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:20:49.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:20:49.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:49.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:10.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_13/index_3371_seed_8825_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 13:22:14.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:22:32.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:48.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 13:34:18.653 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:24.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_13/index_4294_seed_25660_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 13:35:29.319 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:35:47.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:47.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:47.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:09.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_13/index_4294_seed_25661_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 13:37:14.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:37:32.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:49.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.119 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 13:49:22.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:28.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_13/index_5135_seed_8191_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 13:50:31.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:50:49.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:50:49.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:49.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:14.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_13/index_5135_seed_8192_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 13:52:19.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 13:52:37.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:50.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.822 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 14:04:23.948 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:24.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:29.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_13/index_2210_seed_29662_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 14:05:34.805 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:05:52.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:05:52.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:52.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:13.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_13/index_2210_seed_29663_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 14:07:18.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:07:36.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:49.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.638 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 14:20:16.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:25.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_13/index_3882_seed_20183_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 14:21:29.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:21:48.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:21:48.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:48.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:08.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_13/index_3882_seed_20184_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 14:23:13.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:23:31.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:43.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 14:35:11.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:17.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_13/index_5232_seed_17896_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 14:36:21.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:36:40.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:40.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:40.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:37:58.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_13/index_5232_seed_17897_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 14:38:03.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:38:22.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:37.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.787 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 14:50:06.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:07.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:07.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:12.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_13/index_9568_seed_2887_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 14:51:16.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:51:34.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:34.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:34.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:52:56.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_13/index_9568_seed_2888_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 14:53:01.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 14:53:19.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:33.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 15:04:59.866 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:05:00.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:05:00.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:05.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_13/index_3871_seed_27025_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 15:06:09.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:06:28.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:28.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:28.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:07:48.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_13/index_3871_seed_27026_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 15:07:51.174 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:08:10.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:28.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.231 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 15:20:03.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:09.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_13/index_373_seed_8582_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 15:21:15.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:21:32.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:32.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:32.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:22:55.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_13/index_373_seed_8583_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 15:22:59.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:23:17.391 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:31.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 15:35:01.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:07.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_13/index_527_seed_21889_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 15:36:10.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:36:28.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:28.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:28.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:37:45.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_13/index_527_seed_21890_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 15:37:51.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:38:08.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:21.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 15:49:48.826 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:55.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_13/index_2916_seed_4401_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 15:50:59.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:51:17.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:17.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:17.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:52:39.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_13/index_2916_seed_4402_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 15:52:44.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 15:53:01.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:15.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 16:04:39.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:47.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_13/index_7874_seed_7002_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 16:05:51.562 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:06:09.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:09.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:09.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:07:26.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_13/index_7874_seed_7003_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 16:07:30.006 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:07:49.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:05.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 16:19:33.583 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:40.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_13/index_8294_seed_4232_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 16:20:46.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:21:05.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:05.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:05.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:22:29.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_13/index_8294_seed_4233_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 16:22:34.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:22:52.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:05.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 16:34:33.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:43.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_13/index_8808_seed_5849_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 16:35:47.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:36:06.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:06.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:06.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:37:28.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_13/index_8808_seed_5850_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 16:37:33.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:37:50.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:04.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.835 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 16:50:28.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:36.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_13/index_8639_seed_30511_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 16:51:41.614 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:51:59.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:51:59.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:59.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:20.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_13/index_8639_seed_30512_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 16:53:24.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 16:53:42.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:56.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 17:05:21.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:27.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_13/index_8490_seed_30297_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 17:06:30.619 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:06:49.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:06:49.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:49.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:11.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_13/index_8490_seed_30298_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 17:08:16.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:08:35.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:48.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 17:20:17.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:18.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:24.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_13/index_7392_seed_32497_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 17:21:29.496 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:21:48.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:48.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:48.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:11.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_13/index_7392_seed_32498_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 17:23:16.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:23:35.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:49.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 17:35:19.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:25.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_13/index_9383_seed_31323_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 17:36:30.355 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:36:49.208 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:36:49.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:49.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:12.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_13/index_9383_seed_31324_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 17:38:16.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:38:35.252 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:55.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 17:50:23.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:30.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_13/index_2428_seed_12022_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 17:51:35.241 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:51:53.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:51:53.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:53.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:13.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_13/index_2428_seed_12023_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 17:53:17.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 17:53:35.922 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:50.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 18:05:24.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:24.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:32.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_13/index_303_seed_20885_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 18:06:35.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:06:53.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:06:53.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:53.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:15.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_13/index_303_seed_20886_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 18:08:20.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:08:38.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:51.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 18:20:20.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:28.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_13/index_1007_seed_22011_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 18:21:33.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:21:51.381 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:21:51.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:51.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:12.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_13/index_1007_seed_22012_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 18:23:17.217 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:23:35.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:50.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 18:35:21.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:26.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_13/index_1202_seed_32727_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 18:36:31.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:36:49.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:36:49.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:49.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:11.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_13/index_1202_seed_32728_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 18:38:15.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:38:34.115 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:47.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 18:50:16.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:23.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_13/index_7630_seed_10477_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 18:51:26.338 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:51:45.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:51:45.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:45.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:10.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_13/index_7630_seed_10478_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 18:53:15.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 18:53:34.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:47.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 19:05:19.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:27.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_13/index_1335_seed_28769_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 19:06:31.865 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:06:49.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:06:49.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:49.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:11.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_13/index_1335_seed_28770_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 19:08:16.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:08:34.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:50.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.570 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 19:21:25.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:32.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_13/index_7972_seed_14303_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 19:22:36.534 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:22:54.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:22:54.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:54.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:18.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_13/index_7972_seed_14304_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 19:24:21.146 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:24:39.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:55.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 19:36:30.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:31.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:36.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_13/index_8560_seed_13489_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 19:37:41.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:37:59.982 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:37:59.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:59.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:21.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_13/index_8560_seed_13490_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 19:39:26.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:39:44.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:59.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 19:51:35.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:43.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_13/index_1266_seed_26720_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 19:52:47.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:53:06.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:06.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:06.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:54:26.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_13/index_1266_seed_26721_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 19:54:31.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 19:54:50.007 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:05.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 20:06:37.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:44.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_13/index_5966_seed_29132_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 20:07:49.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:08:07.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:07.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:07.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:09:30.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_13/index_5966_seed_29133_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 20:09:35.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:09:52.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:08.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.866 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 20:21:40.203 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:47.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_13/index_6619_seed_7602_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 20:22:51.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:23:09.776 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:09.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:09.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:24:30.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_13/index_6619_seed_7603_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 20:24:35.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:24:54.132 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:07.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 20:36:39.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:40.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:48.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_13/index_3498_seed_26355_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 20:37:52.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:38:10.163 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:10.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:10.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:39:36.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_13/index_3498_seed_26356_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 20:39:41.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:39:59.134 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:14.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 20:51:51.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:51.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:58.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_13/index_8021_seed_6131_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 20:53:03.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:53:21.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:21.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:21.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:54:44.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_13/index_8021_seed_6132_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 20:54:48.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 20:55:07.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:19.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 21:06:50.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:56.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_13/index_8897_seed_33297_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 21:08:01.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:08:19.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:19.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:19.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:09:42.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_13/index_8897_seed_33298_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 21:09:48.087 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:10:07.088 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:19.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 21:21:46.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:54.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_13/index_301_seed_7478_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 21:22:58.058 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:23:17.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:17.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:17.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:24:42.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_13/index_301_seed_7479_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 21:24:45.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:25:05.366 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:25.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.972 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 21:37:19.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:20.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:20.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:27.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_13/index_6168_seed_31535_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 21:38:31.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:38:49.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:38:49.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:49.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:20.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_13/index_6168_seed_31536_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 21:40:23.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:40:41.211 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:41:00.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:49.989 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 21:53:56.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:05.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_13/index_5715_seed_27978_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 21:55:10.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:55:28.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:28.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:28.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:00.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_13/index_5715_seed_27979_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 21:57:04.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 21:57:23.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:38.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 22:09:37.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:45.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_13/index_2456_seed_32406_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 22:10:50.353 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:11:08.401 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:08.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:08.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:12:36.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_13/index_2456_seed_32407_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 22:12:41.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:12:59.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:17.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 22:25:14.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:24.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_13/index_3220_seed_24007_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 22:26:28.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:26:46.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:26:46.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:46.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:15.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_13/index_3220_seed_24008_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 22:28:20.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:28:38.939 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:55.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 22:40:48.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:59.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_13/index_7761_seed_22243_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 22:42:04.515 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:42:22.149 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:22.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:22.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:43:47.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_13/index_7761_seed_22244_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 22:43:52.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:44:10.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:28.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 22:56:16.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:27.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_13/index_8590_seed_18328_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 22:57:32.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:57:50.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:57:50.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:50.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:15.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_13/index_8590_seed_18329_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 22:59:20.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 22:59:38.691 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:54.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 23:11:46.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:56.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_13/index_8485_seed_19362_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 23:13:01.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:13:19.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:19.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:19.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:14:48.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_13/index_8485_seed_19363_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 23:14:53.783 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:15:11.698 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:32.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.180 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 23:27:19.367 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:27.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_13/index_9234_seed_8149_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 23:28:32.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:28:50.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:28:50.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:50.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:30:20.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_13/index_9234_seed_8150_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 23:30:24.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:30:42.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:06.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 23:42:57.912 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:57.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:09.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_13/index_1129_seed_30029_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 23:44:12.463 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:44:30.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:30.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:30.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:45:58.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_13/index_1129_seed_30030_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-14 23:46:01.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-14 23:46:19.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:38.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-14 23:58:33.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:43.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_13/index_9715_seed_158_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-14 23:59:46.638 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:00:06.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:06.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:06.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:01:28.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_13/index_9715_seed_159_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 00:01:33.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:01:51.658 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:07.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 00:13:54.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:04.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_13/index_7342_seed_3749_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 00:15:08.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:15:26.322 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:26.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:26.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:16:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_13/index_7342_seed_3750_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 00:17:00.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 00:17:18.231 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:35.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:50.078 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 04:07:01.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:01.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:10.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_13/index_7959_seed_881_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 04:08:14.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:08:32.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:32.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:32.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:09:59.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_13/index_7959_seed_882_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 04:10:02.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:10:21.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:40.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 04:22:35.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:35.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:45.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_13/index_1014_seed_30392_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 04:23:50.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:24:08.842 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:08.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:08.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:25:32.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_13/index_1014_seed_30393_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 04:25:36.736 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:25:55.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:18.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.036 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 04:38:14.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:14.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:26.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_13/index_4094_seed_18565_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 04:39:29.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:39:48.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:39:48.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:48.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:41:21.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_13/index_4094_seed_18566_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 04:41:24.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:41:43.094 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:03.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 04:53:59.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:10.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_13/index_4428_seed_6546_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 04:55:13.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:55:31.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:31.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:31.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:02.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_13/index_4428_seed_6547_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 04:57:05.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 04:57:24.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:40.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.507 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.470 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 05:09:30.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:38.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_13/index_928_seed_26138_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 05:10:43.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:11:01.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:01.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:01.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:12:28.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_13/index_928_seed_26139_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 05:12:33.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:12:52.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:11.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 05:25:02.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:12.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_13/index_9737_seed_522_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 05:26:17.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:26:34.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:34.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:34.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:05.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_13/index_9737_seed_523_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 05:28:09.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:28:28.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 05:40:35.304 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:48.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_13/index_330_seed_8236_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 05:41:50.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:42:09.414 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:09.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:09.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:43:38.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_13/index_330_seed_8237_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 05:43:41.244 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:43:59.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:18.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 05:56:13.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:23.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_13/index_3500_seed_11618_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 05:57:26.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:57:44.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:57:44.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:44.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:14.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_13/index_3500_seed_11619_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 05:59:17.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 05:59:36.134 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:57.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 06:11:54.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:03.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_13/index_3835_seed_21172_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 06:13:08.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:13:26.569 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:26.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:26.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:14:51.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_13/index_3835_seed_21173_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 06:14:56.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:15:14.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:32.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 06:27:30.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:39.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_13/index_4543_seed_1615_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 06:28:43.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:29:00.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:00.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:00.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:30:25.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_13/index_4543_seed_1616_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 06:30:31.157 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:30:49.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:06.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.215 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:52.898 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 06:43:59.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:10.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_13/index_2377_seed_125_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 06:45:15.368 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:45:33.011 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:33.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:33.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:00.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_13/index_2377_seed_126_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 06:47:03.978 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 06:47:21.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:40.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 06:59:28.924 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:29.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:39.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_13/index_3002_seed_21618_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 07:00:44.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:01:02.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:02.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:02.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:02:32.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_13/index_3002_seed_21619_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 07:02:36.722 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:02:54.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:12.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 07:15:02.958 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:03.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:13.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_13/index_3133_seed_18646_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 07:16:17.489 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:16:35.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:35.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:35.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:01.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_13/index_3133_seed_18647_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 07:18:06.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:18:24.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:40.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 07:30:35.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:43.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_13/index_2520_seed_12480_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 07:31:48.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:32:06.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:06.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:06.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:33:27.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_13/index_2520_seed_12481_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 07:33:31.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:33:49.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:09.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 07:46:00.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:46:00.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:10.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_13/index_8932_seed_32041_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 07:47:13.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:47:31.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:31.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:31.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:00.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_13/index_8932_seed_32042_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 07:49:06.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 07:49:24.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:43.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 08:01:41.902 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:42.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:50.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_13/index_6565_seed_6695_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 08:02:54.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:03:12.731 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:12.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:12.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:04:40.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_13/index_6565_seed_6696_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 08:04:45.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:05:03.421 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:17.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 08:17:04.831 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:04.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:13.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_13/index_8735_seed_13900_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 08:18:18.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:18:35.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:35.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:35.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:01.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_13/index_8735_seed_13901_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 08:20:05.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:20:23.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:48.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.764 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 08:32:40.650 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:41.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:48.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_13/index_9761_seed_30680_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 08:33:51.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:34:09.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:09.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:09.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:35:39.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_13/index_9761_seed_30681_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 08:35:42.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:36:00.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:22.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 08:48:17.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:28.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_13/index_8286_seed_4523_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 08:49:31.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:49:49.262 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:49:49.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:49.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:51:23.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_13/index_8286_seed_4524_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 08:51:28.734 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 08:51:47.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:03.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 09:04:02.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:10.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_13/index_7078_seed_11675_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 09:05:14.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:05:32.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:32.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:32.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:06:59.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_13/index_7078_seed_11676_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 09:07:03.400 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:07:21.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:38.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.288 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 09:20:37.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:38.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:45.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_13/index_3531_seed_27753_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 09:21:49.431 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:22:07.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:07.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:07.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:23:36.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_13/index_3531_seed_27754_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 09:23:40.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:23:58.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:15.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 09:36:13.346 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:23.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_13/index_1960_seed_13190_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 09:37:26.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:37:45.040 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:37:45.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:45.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:13.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_13/index_1960_seed_13191_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 09:39:16.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:39:34.716 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:53.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 09:51:52.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:53:00.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_13/index_3993_seed_19264_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 09:53:03.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:53:21.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:21.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:21.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:54:45.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_13/index_3993_seed_19265_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 09:54:49.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 09:55:07.584 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:26.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 10:07:16.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:16.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:17.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:24.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_13/index_686_seed_10226_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 10:08:27.645 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:08:45.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:08:45.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:45.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:17.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_13/index_686_seed_10227_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 10:10:22.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:10:40.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:57.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 10:22:49.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:49.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:58.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_13/index_8880_seed_13994_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 10:24:01.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:24:19.946 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:19.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:19.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:25:45.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_13/index_8880_seed_13995_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 10:25:48.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:26:07.006 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:26.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.786 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 10:38:19.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:27.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_13/index_487_seed_10728_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 10:39:30.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:39:49.178 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:39:49.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:49.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:12.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_13/index_487_seed_10729_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 10:41:18.136 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:41:35.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:54.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 10:53:42.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:43.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:50.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_13/index_9924_seed_11834_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 10:54:55.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:55:13.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:13.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:13.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:56:38.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_13/index_9924_seed_11835_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 10:56:42.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 10:57:01.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:16.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 11:09:06.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:18.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_13/index_7720_seed_12103_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 11:10:22.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:10:40.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:40.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:40.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:02.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_13/index_7720_seed_12104_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 11:12:05.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:12:24.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:44.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 11:24:35.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:44.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_13/index_2680_seed_998_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 11:25:49.762 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:26:07.389 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:07.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:07.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:27:35.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_13/index_2680_seed_999_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 11:27:39.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:27:58.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:18.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 11:40:15.243 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:24.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_13/index_4673_seed_26641_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 11:41:30.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:41:48.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:41:48.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:48.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:15.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_13/index_4673_seed_26642_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 11:43:20.251 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:43:37.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:55.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:51.940 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 11:56:58.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:07.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_13/index_5233_seed_16423_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 11:58:12.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 11:58:29.654 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:29.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:29.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:59:58.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_13/index_5233_seed_16424_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 12:00:03.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:00:20.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:37.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 12:12:27.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:37.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_13/index_9403_seed_7153_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 12:13:41.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:13:59.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:13:59.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:59.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:15:24.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_13/index_9403_seed_7154_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 12:15:27.317 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:15:45.745 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:04.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 12:27:52.606 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:03.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_13/index_2301_seed_5728_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 12:29:08.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:29:25.950 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:25.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:25.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:30:57.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_13/index_2301_seed_5729_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 12:31:02.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:31:20.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:38.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 12:43:28.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:35.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_13/index_1283_seed_17671_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 12:44:39.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:44:57.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:44:57.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:57.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:46:24.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_13/index_1283_seed_17672_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 12:46:29.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 12:46:48.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:05.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 12:58:57.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:05.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_13/index_7838_seed_9149_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 13:00:08.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:00:26.779 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:26.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:26.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:01:54.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_13/index_7838_seed_9150_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 13:01:57.705 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:02:15.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:36.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 13:14:27.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:28.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:37.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_13/index_3128_seed_17978_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 13:15:42.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:16:00.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:16:00.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:16:00.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:17:28.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_13/index_3128_seed_17979_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 13:17:33.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:17:51.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:08.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 13:30:00.806 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:00.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:12.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_13/index_9645_seed_6500_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 13:31:16.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:31:34.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:34.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:34.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:02.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_13/index_9645_seed_6501_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 13:33:07.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:33:25.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:44.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 13:45:40.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:51.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_13/index_6769_seed_13494_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 13:46:54.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:47:13.111 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:13.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:13.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:48:38.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_13/index_6769_seed_13495_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 13:48:42.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 13:49:00.586 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:17.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 14:01:14.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:15.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:25.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_13/index_730_seed_30950_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 14:02:30.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:02:49.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:02:49.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:49.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:04:22.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_13/index_730_seed_30951_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 14:04:26.078 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:04:44.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:02.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 14:16:54.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:03.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_13/index_3981_seed_10107_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 14:18:06.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:18:24.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:24.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:24.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:19:51.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_13/index_3981_seed_10108_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 14:19:57.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:20:15.285 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:36.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.974 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 14:33:25.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:37.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_13/index_6878_seed_12191_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 14:34:41.904 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:35:00.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:35:00.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:35:00.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:36:23.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_13/index_6878_seed_12192_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 14:36:27.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:36:46.221 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:05.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.788 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 14:48:49.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:49.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_13/index_3202_seed_20933_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 14:50:01.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:50:19.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:19.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:19.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:51:52.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_13/index_3202_seed_20934_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 14:51:55.644 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 14:52:13.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:36.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 15:04:29.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:29.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:30.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:38.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_13/index_1103_seed_14465_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 15:05:41.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:05:59.902 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:05:59.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:59.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:07:27.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_13/index_1103_seed_14466_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 15:07:32.978 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:07:51.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:07.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 15:19:58.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:58.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:07.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_13/index_7033_seed_15012_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 15:21:11.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:21:29.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:29.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:29.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:01.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_13/index_7033_seed_15013_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 15:23:04.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:23:23.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:46.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 15:35:41.634 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:51.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_13/index_7495_seed_5329_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 15:36:54.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:37:12.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:12.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:12.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:38:41.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_13/index_7495_seed_5330_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 15:38:46.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:39:06.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:24.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 15:51:13.573 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:23.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_13/index_8089_seed_4328_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 15:52:27.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:52:45.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:52:45.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:45.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:17.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_13/index_8089_seed_4329_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 15:54:20.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 15:54:39.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:54:59.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 16:06:52.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:08:01.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_13/index_6703_seed_32216_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 16:08:04.902 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:08:22.981 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:22.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:22.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:09:57.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_13/index_6703_seed_32217_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 16:10:03.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:10:21.088 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:38.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 16:22:35.014 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:35.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:43.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_13/index_5504_seed_11133_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 16:23:48.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:24:06.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:06.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:06.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:25:28.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_13/index_5504_seed_11134_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 16:25:33.742 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:25:51.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:14.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 16:38:10.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:18.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_13/index_6202_seed_5356_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 16:39:22.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:39:40.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:40.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:40.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:06.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_13/index_6202_seed_5357_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 16:41:09.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:41:27.568 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:54.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 16:53:43.863 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:43.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:53.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_13/index_1230_seed_23778_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 16:54:57.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:55:15.035 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:15.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:15.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:56:44.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_13/index_1230_seed_23779_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 16:56:49.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 16:57:07.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:29.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:23.221 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 17:10:34.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:46.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_13/index_563_seed_5876_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 17:11:50.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:12:09.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:09.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:09.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:13:36.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_13/index_563_seed_5877_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 17:13:42.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:14:00.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:16.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 17:26:02.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:11.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_13/index_5511_seed_3055_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 17:27:15.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:27:34.596 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:34.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:34.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:02.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_13/index_5511_seed_3056_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 17:29:05.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:29:24.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:41.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 17:41:33.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:42.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_13/index_334_seed_12393_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 17:42:47.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:43:06.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:06.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:06.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:44:32.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_13/index_334_seed_12394_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 17:44:36.096 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:44:54.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:14.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.178 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 17:57:00.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:00.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:10.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_13/index_6022_seed_4545_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 17:58:15.395 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 17:58:33.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:33.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:33.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:01.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_13/index_6022_seed_4546_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 18:00:04.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:00:23.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:42.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.401 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 18:12:37.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:48.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_13/index_7741_seed_1029_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 18:13:53.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:14:11.876 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:11.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:11.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:15:42.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_13/index_7741_seed_1030_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 18:15:47.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:16:06.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:25.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 18:28:25.120 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:34.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_13/index_6434_seed_19128_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 18:29:38.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:29:57.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:29:57.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:57.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:31:23.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_13/index_6434_seed_19129_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 18:31:26.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:31:45.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:03.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 18:43:58.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:06.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_13/index_7946_seed_26024_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 18:45:11.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:45:29.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:29.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:29.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:46:55.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_13/index_7946_seed_26025_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 18:46:59.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 18:47:18.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:37.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 18:59:31.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:31.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:32.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:42.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_13/index_5760_seed_14483_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 19:00:47.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:01:06.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:06.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:06.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:02:29.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_13/index_5760_seed_14484_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 19:02:33.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:02:51.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:12.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 19:15:07.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:07.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:17.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_13/index_5050_seed_32865_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 19:16:21.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:16:39.611 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:39.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:39.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:10.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_13/index_5050_seed_32866_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 19:18:13.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:18:31.628 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:50.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.063 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 19:30:46.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:47.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:56.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_13/index_8464_seed_2545_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 19:32:01.365 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:32:19.121 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:19.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:19.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:33:46.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_13/index_8464_seed_2546_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 19:33:51.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:34:09.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:31.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.720 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 19:47:37.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:48.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_13/index_3053_seed_697_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 19:48:53.664 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:49:11.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:11.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:11.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:50:36.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_13/index_3053_seed_698_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 19:50:41.316 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 19:50:59.418 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:17.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 20:03:08.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:08.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:20.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_13/index_4351_seed_30485_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 20:04:23.811 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:04:41.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:42.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:42.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:11.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_13/index_4351_seed_30486_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 20:06:14.775 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:06:32.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:55.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 20:18:46.808 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:47.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:55.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_13/index_5105_seed_19777_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 20:20:00.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:20:18.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:18.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:18.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:21:45.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_13/index_5105_seed_19778_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 20:21:50.193 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:22:07.825 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:28.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 20:34:18.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:26.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_13/index_8902_seed_24456_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 20:35:31.289 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:35:49.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:35:49.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:49.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:16.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_13/index_8902_seed_24457_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 20:37:21.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:37:39.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:58.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 20:49:53.688 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:54.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:05.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_13/index_9485_seed_4578_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 20:51:09.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:51:27.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:27.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:27.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:52:52.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_13/index_9485_seed_4579_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 20:52:55.955 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 20:53:13.829 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:35.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 21:05:31.538 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:44.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_13/index_1398_seed_24275_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 21:06:48.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:07:06.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:06.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:06.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:08:33.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_13/index_1398_seed_24276_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 21:08:38.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:08:56.384 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:13.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 21:21:03.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:04.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:15.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_13/index_1067_seed_18556_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 21:22:19.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:22:37.059 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:37.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:37.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:02.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_13/index_1067_seed_18557_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 21:24:07.878 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:24:25.947 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:46.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 21:36:42.951 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:43.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:52.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_13/index_1635_seed_30117_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 21:37:56.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:38:14.002 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:14.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:14.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:39:44.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_13/index_1635_seed_30118_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 21:39:47.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:40:07.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:26.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 21:52:19.274 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:28.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_13/index_5876_seed_21572_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 21:53:33.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:53:50.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:53:50.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:50.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:16.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_13/index_5876_seed_21573_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 21:55:21.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 21:55:38.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:57.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 22:07:53.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:04.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_13/index_6632_seed_25500_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 22:09:09.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:09:27.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:27.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:27.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:10:50.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_13/index_6632_seed_25501_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 22:10:55.273 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:11:14.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:36.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.957 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:25.797 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 22:24:33.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:44.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_13/index_5619_seed_22625_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 22:25:49.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:26:07.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:07.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:07.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:27:31.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_13/index_5619_seed_22626_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 22:27:35.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:27:54.086 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:12.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 22:40:01.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_13/index_8669_seed_29159_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 22:41:13.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:41:31.706 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:31.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:31.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:00.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_13/index_8669_seed_29160_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 22:43:05.861 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:43:23.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:39.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 22:55:34.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:35.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:43.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_13/index_4118_seed_4342_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 22:56:47.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:57:06.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:06.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:06.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:58:30.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_13/index_4118_seed_4343_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 22:58:34.882 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 22:58:52.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:10.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 23:11:03.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_13/index_8543_seed_26444_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 23:12:17.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:12:35.733 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:35.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:35.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:00.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_13/index_8543_seed_26445_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 23:14:04.027 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:14:22.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:43.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 23:26:29.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:40.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_13/index_8314_seed_14591_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 23:27:43.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:28:01.053 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:01.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:01.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:29:32.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_13/index_8314_seed_14592_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 23:29:36.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:29:54.850 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:11.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 23:42:01.787 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:01.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:02.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:10.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_13/index_3362_seed_17866_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 23:43:15.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:43:33.139 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:33.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:33.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:02.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_13/index_3362_seed_17867_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-15 23:45:06.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:45:24.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:41.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-15 23:57:35.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:45.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_13/index_4501_seed_4235_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-15 23:58:48.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-15 23:59:07.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:07.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:07.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:00:34.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_13/index_4501_seed_4236_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 00:00:37.117 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:00:55.210 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:14.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 00:13:11.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:12.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:12.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:21.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_13/index_3936_seed_26545_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 00:14:26.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:14:44.681 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:14:44.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:44.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:16.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_13/index_3936_seed_26546_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 00:16:21.496 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:16:39.517 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:56.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.682 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 00:28:50.287 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:30:01.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_13/index_9115_seed_6874_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 00:30:05.763 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:30:23.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:24.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:24.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:31:50.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_13/index_9115_seed_6875_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 00:31:53.493 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:32:11.745 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:36.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 00:44:29.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:36.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_13/index_9470_seed_2475_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 00:45:39.714 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:45:57.908 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:45:57.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:57.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:47:22.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_13/index_9470_seed_2476_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 00:47:28.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 00:47:46.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:03.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:33.227 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 01:00:39.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:49.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_13/index_4929_seed_17188_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 01:01:53.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:02:11.224 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:11.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:11.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:03:35.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_13/index_4929_seed_17189_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 01:03:38.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:03:57.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:14.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.428 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 01:15:49.558 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:57.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_13/index_1494_seed_17592_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 01:17:00.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:17:18.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:18.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:18.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:18:40.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_13/index_1494_seed_17593_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 01:18:46.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:19:06.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:20.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 01:30:51.593 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:59.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_13/index_9095_seed_1869_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 01:32:04.627 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:32:22.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:22.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:22.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:33:45.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_13/index_9095_seed_1870_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 01:33:50.797 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:34:08.902 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:23.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 01:45:58.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:59.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:04.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_13/index_4103_seed_29045_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 01:47:08.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:47:27.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:27.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:27.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:48:54.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_13/index_4103_seed_29046_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 01:48:59.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 01:49:17.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:28.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 02:01:02.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:10.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_13/index_293_seed_4414_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 02:02:15.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:02:33.003 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:33.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:33.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:03:58.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_13/index_293_seed_4415_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 02:04:02.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:04:20.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:37.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 02:16:17.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:17.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:26.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_13/index_7398_seed_33483_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 02:17:29.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:17:48.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:17:48.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:48.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:12.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_13/index_7398_seed_33484_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 02:19:15.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:19:33.428 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:53.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 02:31:31.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:38.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_13/index_4447_seed_7404_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 02:32:41.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:33:00.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:00.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:00.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:34:24.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_13/index_4447_seed_7405_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 02:34:29.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:34:49.151 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:06.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.663 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 02:46:41.447 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:50.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_13/index_7536_seed_17123_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 02:47:55.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:48:13.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:13.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:13.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:49:41.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_13/index_7536_seed_17124_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 02:49:45.181 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 02:50:03.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:19.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 03:01:53.364 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:03:01.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_13/index_645_seed_8253_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 03:03:05.211 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:03:23.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:23.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:23.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:04:49.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_13/index_645_seed_8254_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 03:04:54.582 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:05:12.769 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:31.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 03:17:09.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:18.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_13/index_995_seed_29020_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 03:18:22.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:18:41.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:41.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:41.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:01.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_13/index_995_seed_29021_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 03:20:06.985 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:20:25.837 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:41.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.508 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 03:33:27.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:39.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_13/index_9358_seed_12036_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 03:34:44.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:35:01.741 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:01.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:01.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:36:28.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_13/index_9358_seed_12037_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 03:36:33.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:36:51.655 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:08.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 03:48:43.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:54.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_13/index_2737_seed_15068_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 03:49:58.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:50:16.765 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:16.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:16.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:51:40.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_13/index_2737_seed_15069_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 03:51:45.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 03:52:03.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:20.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.163 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 04:03:52.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:05:01.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_13/index_7603_seed_21073_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 04:05:05.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:05:24.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:24.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:24.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:06:45.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_13/index_7603_seed_21074_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 04:06:48.921 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:07:07.572 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:24.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.624 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 04:19:03.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:04.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:11.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_13/index_7653_seed_21529_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 04:20:14.896 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:20:33.049 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:33.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:33.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:21:59.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_13/index_7653_seed_21530_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 04:22:02.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:22:20.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:38.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 04:34:18.457 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:27.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_13/index_4974_seed_12008_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 04:35:32.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:35:50.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:35:50.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:50.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:17.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_13/index_4974_seed_12009_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 04:37:20.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:37:40.010 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:55.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 04:49:31.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:38.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_13/index_9214_seed_20707_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 04:50:41.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:51:00.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:00.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:00.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:22.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_13/index_9214_seed_20708_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 04:52:25.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 04:52:44.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:59.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.184 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 05:04:32.611 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:38.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_13/index_7880_seed_23495_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 05:05:41.820 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:05:59.885 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:05:59.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:59.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:17.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_13/index_7880_seed_23496_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 05:07:21.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:07:40.017 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:53.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 05:19:17.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:22.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_13/index_8521_seed_13893_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 05:20:25.470 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:20:43.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:43.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:43.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:07.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_13/index_8521_seed_13894_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 05:22:10.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:22:28.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:46.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 05:34:05.429 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:10.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_13/index_970_seed_30292_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 05:35:13.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:35:31.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:31.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:31.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:36:46.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_13/index_970_seed_30293_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 05:36:51.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:37:09.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:19.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 05:48:28.469 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:33.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_13/index_3750_seed_13551_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 05:49:38.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:49:55.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:49:55.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:55.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:09.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_13/index_3750_seed_13552_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 05:51:14.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 05:51:32.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:38.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 54, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.481 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 54, dp_rank 27: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=13, rank_in_group=1 +2026-05-16 09:33:01.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:04.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_13/index_6116_seed_26069_dp_27_rank_54_sample_2_slot_0.mp4 +2026-05-16 09:34:08.432 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 09:34:26.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:26.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 54 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:26.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 54 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:34.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 54: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_13/index_6116_seed_26070_dp_27_rank_54_sample_3_slot_1.mp4 +2026-05-16 09:35:38.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:6 for reward scoring. +2026-05-16 09:35:57.009 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 54: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:36:00.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 54: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 54: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 54, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_61.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_61.log new file mode 100644 index 0000000000000000000000000000000000000000..3677f3f265e7eb7cef5f58e2beaa0b4a6e5b85f6 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_61.log @@ -0,0 +1,3342 @@ +2026-05-12 18:34:16.886 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:34:16.888 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 18:41:14.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:01.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 61, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 18:57:11.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:12.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:20.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:20.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 19:11:54.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:00.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:00.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:17.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 19:26:37.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 19:41:18.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:24.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:24.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.453 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 19:56:06.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:12.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:12.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 20:10:47.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:53.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:53.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 20:25:29.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.337 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 20:40:22.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 20:55:11.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:17.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:17.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.053 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.131 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 21:10:50.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 21:25:34.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:40.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:40.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 21:40:24.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:31.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:31.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:51.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 21:55:16.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:22.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.785 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 22:10:04.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:11.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:11.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:32.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 22:25:00.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:09.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:09.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:32.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 22:39:58.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:24.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.069 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.047 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 22:54:43.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:48.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:48.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:08.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 23:09:27.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:33.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:33.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:52.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 23:24:14.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:41.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.256 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 23:39:57.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:17.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-12 23:54:35.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:40.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:40.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:00.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 00:09:19.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 00:24:13.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 00:38:56.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:03.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:03.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:20.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 00:53:40.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:46.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:46.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 01:08:24.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:30.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:30.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 01:23:09.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:34.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 01:37:56.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 01:52:32.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:39.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:39.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.042 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:07.022 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 02:08:12.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 02:23:03.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:10.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:10.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 02:37:46.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:52.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:52.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:18.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 02:52:31.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:38.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:38.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:00.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 03:07:25.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:32.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:32.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 03:22:21.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:28.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:29.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 03:37:17.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:49.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 03:52:09.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:14.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:37.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 04:07:04.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:11.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:11.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 04:22:01.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.678 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 04:37:42.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 04:52:24.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:32.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:32.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:49.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 05:07:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:17.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:17.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:31.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.190 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 05:22:01.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:25.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.289 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 05:36:45.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:52.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:52.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 05:51:27.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:52.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.812 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 06:06:15.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:21.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:21.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.415 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 06:21:04.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:11.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:11.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:27.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 06:35:45.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:51.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:51.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.966 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 06:50:33.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:39.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:39.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:17.813 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 07:06:23.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:34.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:34.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.982 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 07:21:22.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 07:36:08.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:32.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 07:50:52.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:21.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 08:05:42.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:47.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:47.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 08:20:24.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 08:35:06.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:12.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:12.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:31.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 08:49:59.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:25.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 09:04:47.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:53.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:53.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 09:19:31.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:38.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:38.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.091 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:09.012 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 09:35:14.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 09:50:10.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:16.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:16.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 10:05:03.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:10.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:10.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:31.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 10:19:49.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:55.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:55.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:16.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 10:34:38.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:04.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.631 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.967 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 10:49:27.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:35.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:35.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:53.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.922 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 11:04:14.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 11:19:03.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:10.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:10.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:29.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.441 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.125 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 11:33:53.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.56s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.531 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 11:48:46.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:20.013 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 12:04:29.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:40.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:40.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 12:19:22.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:22.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:28.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:28.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:49.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 12:34:12.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:18.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:18.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 12:49:00.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 13:03:44.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 13:18:34.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:40.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:40.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:07.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.842 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 13:33:28.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 13:48:12.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:18.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:18.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:37.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 14:03:00.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:01.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.430 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 14:17:49.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:20.715 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 14:33:26.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:52.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.532 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 14:48:16.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 15:03:11.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:18.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:18.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 15:18:01.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:08.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:08.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.387 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 15:32:52.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 15:47:43.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:50.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:50.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.345 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.651 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 16:02:30.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.118 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 16:17:19.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 16:32:12.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:18.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:18.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.005 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.374 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 16:46:55.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:38.921 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 17:02:47.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:54.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:54.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.003 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 17:17:35.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:41.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:41.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 17:32:22.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.084 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 17:47:17.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:22.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:22.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.344 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 18:02:10.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 18:17:12.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:39.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.797 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 18:32:17.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:17.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:26.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:26.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:44.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.887 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 18:47:14.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.673 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 19:02:13.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 19:17:16.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:03.989 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 23:08:12.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:12.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:54.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.536 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 23:23:42.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 23:39:04.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:10.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:10.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.734 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-13 23:54:27.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 00:09:49.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:24.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 00:25:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:20.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:20.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 00:40:19.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:20.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:26.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:26.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 00:55:24.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 01:10:35.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:09.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.976 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 01:25:44.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:52.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:52.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.692 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 01:41:57.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:06.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:06.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 01:57:21.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 02:12:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 02:27:59.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 02:43:19.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.184 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 02:58:37.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:38.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 03:13:49.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:57.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:57.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 03:29:02.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 03:44:18.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 03:59:36.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:43.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:43.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:46.991 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 04:15:57.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.532 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.456 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 04:31:23.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:31.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:31.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:57.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 04:46:42.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:50.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:50.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 05:01:52.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.788 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 05:17:06.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:14.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:14.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 05:32:11.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:11.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.621 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 05:47:14.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.150 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 06:02:17.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.123 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.671 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 06:17:21.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:27.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:27.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 06:32:29.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:34.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:34.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:56.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.792 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:23.960 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 06:48:30.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:37.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:37.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 07:03:44.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:51.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:51.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.913 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 07:18:33.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:38.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:38.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.025 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.371 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 07:33:22.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 07:48:21.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:26.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:26.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 08:03:16.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 08:18:15.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:20.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:20.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 08:33:17.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:47.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 08:48:24.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:29.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:29.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 09:03:25.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:53.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.230 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 09:19:29.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:35.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:35.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 09:34:33.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:38.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:38.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 09:49:32.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:37.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:37.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 10:04:32.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:01.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 10:19:29.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:36.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:36.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:02.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 10:34:35.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:40.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:40.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:02.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 10:49:32.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 11:04:32.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:36.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:36.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.071 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 11:19:23.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:27.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:27.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 11:34:20.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.838 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 11:50:14.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:19.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:19.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 12:05:05.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 12:20:00.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 12:34:53.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:57.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:58.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:17.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 12:49:48.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:51.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:51.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 13:04:35.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 13:19:21.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:26.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:26.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.634 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 13:34:18.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 13:49:22.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 14:04:23.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:23.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:27.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:28.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:10.741 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 14:20:16.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:42.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 14:35:11.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:36.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 14:50:06.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:10.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:10.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:32.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 15:04:59.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.453 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 15:20:03.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:08.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:08.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:30.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.426 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 15:35:01.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:05.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:05.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 15:49:48.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:52.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:52.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.269 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 16:04:39.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.357 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:04.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 16:19:33.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:38.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:38.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:04.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.31s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 16:34:33.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.734 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 16:50:28.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 17:05:21.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 17:20:17.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:18.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 17:35:19.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:54.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 17:50:23.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:28.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:28.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:49.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 18:05:24.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:50.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 18:20:20.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:26.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:26.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:49.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 18:35:21.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 18:50:16.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:46.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 19:05:19.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:49.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.602 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 19:21:25.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:54.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 19:36:30.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:35.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:35.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:58.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 19:51:35.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:41.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:41.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 20:06:37.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:07.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 20:21:40.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:45.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 20:36:39.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 20:51:51.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.258 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 21:06:50.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:54.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:54.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.419 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 21:21:46.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:51.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:51.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:25.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 21:37:19.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:19.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:25.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:25.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:50.403 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 21:53:56.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 22:09:37.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:44.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:44.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 22:25:14.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 22:40:48.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:27.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 22:56:16.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:25.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:25.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:54.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 23:11:46.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:54.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:54.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 23:27:19.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:25.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 23:42:58.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:08.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:08.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-14 23:58:33.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 00:13:54.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:49.650 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 04:07:01.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:09.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:09.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:40.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 04:22:35.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 04:38:14.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:14.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 04:53:59.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:09.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:09.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 05:09:30.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:36.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:36.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:11.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 05:25:02.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:10.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:10.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 05:40:35.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:45.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:45.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:17.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 05:56:13.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:21.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:21.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:56.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 06:11:54.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 06:27:30.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:37.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:37.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.214 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:52.508 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 06:43:59.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:09.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:09.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 06:59:28.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:37.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:37.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.683 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 07:15:02.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:11.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:11.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 07:30:34.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:41.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:41.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 07:45:59.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:08.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:08.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 08:01:41.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:48.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:48.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 08:17:04.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:04.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.764 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 08:32:40.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:46.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:46.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:22.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 08:48:17.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:26.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:26.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.727 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.856 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 09:04:02.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:09.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:09.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.005 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 09:20:37.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:44.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:44.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 09:36:13.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:21.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:21.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 09:51:52.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 10:07:16.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:17.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:57.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 10:22:49.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:56.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:56.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 10:38:19.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 10:53:42.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.967 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 11:09:06.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:16.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:16.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 11:24:35.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:42.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:42.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 11:40:15.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.124 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 11:56:58.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:06.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:06.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 12:12:27.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 12:27:52.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:38.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 12:43:28.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:33.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:33.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 12:58:57.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.709 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 13:14:27.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:35.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:35.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.294 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 13:30:00.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:10.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:10.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 13:45:40.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 14:01:15.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 14:16:54.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:01.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:01.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.670 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 14:33:25.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:05.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 14:48:50.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.871 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 15:04:29.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:36.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:36.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 15:19:58.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:58.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:06.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:06.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.421 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 15:35:41.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.945 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 15:51:13.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:21.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:21.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 16:06:52.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 16:22:34.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 16:38:10.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 16:53:43.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:51.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:51.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:23.066 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 17:10:34.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.036 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:15.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 17:26:02.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:10.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:10.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 17:41:33.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 17:57:00.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:08.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:08.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 18:12:36.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 18:28:25.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:33.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:33.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.099 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 18:43:58.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:05.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:05.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:36.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 18:59:31.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:32.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:40.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:40.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 19:15:07.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:15.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:15.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:49.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 19:30:46.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:54.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:54.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.547 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 19:47:37.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:47.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:47.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 20:03:08.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:08.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:18.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:18.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:54.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 20:18:46.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:47.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:27.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 20:34:18.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:58.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 20:49:53.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:35.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 21:05:31.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 21:21:03.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:03.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 21:36:42.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:49.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:49.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:25.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 21:52:19.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:56.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 22:07:53.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:02.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:02.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:35.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.588 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 22:24:33.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:42.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:42.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 22:40:01.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:09.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:09.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.938 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 22:55:34.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.564 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 23:11:03.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:12.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:12.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:42.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 23:26:29.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:38.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 23:42:01.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:02.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:09.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:09.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:40.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-15 23:57:35.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:13.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.957 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 00:13:11.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:19.735 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 00:28:50.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 00:44:29.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:34.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:34.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.754 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:32.883 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 01:00:39.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:47.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:47.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:13.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 01:15:49.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:54.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:54.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:19.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 01:30:51.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:57.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:57.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 01:45:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:03.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:03.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.526 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 02:01:02.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:09.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:09.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 02:16:17.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:24.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:24.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:53.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 02:31:31.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:36.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:36.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.300 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 02:46:41.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:19.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 03:01:53.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:31.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 03:17:09.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:17.976 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 03:33:27.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:37.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:37.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 03:48:43.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:51.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:51.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 04:03:52.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:59.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:59.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.616 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 04:19:03.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:04.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:10.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:10.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.210 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 04:34:18.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 04:49:31.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:37.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:37.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:58.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 05:04:32.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:36.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:36.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 05:19:17.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 05:34:05.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:09.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:09.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 05:48:28.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 61, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.346 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 61, dp_rank 30: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=15, rank_in_group=0 +2026-05-16 09:33:01.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 61 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 61 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 61: Using local metric names without global sync: ['avg'] +2026-05-16 09:35:59.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 61: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 61: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 61, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_7.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_7.log new file mode 100644 index 0000000000000000000000000000000000000000..a940f5ce5c85e9a0b17aa8c7f699abd7364291c5 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_7.log @@ -0,0 +1,3342 @@ +2026-05-12 18:37:14.384 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:37:14.385 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 18:41:14.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:01.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 7, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 18:57:11.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:11.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:19.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:19.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.268 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 19:11:54.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:01.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:01.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:18.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 19:26:37.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 19:41:18.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:23.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:23.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 19:56:06.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:07.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:12.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.735 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 20:10:47.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:53.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:53.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 20:25:29.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.304 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 20:40:21.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:21.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.830 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 20:55:11.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:18.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:18.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:47.902 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 21:10:50.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:33.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 21:25:34.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:41.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:41.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 21:40:24.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:31.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:31.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:52.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 21:55:16.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:22.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 22:10:04.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:11.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:11.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:33.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 22:25:00.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:09.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:09.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:33.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 22:39:58.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.062 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:24.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 22:54:43.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:48.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:48.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.099 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:08.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 23:09:27.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:33.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:33.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.038 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:53.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 23:24:14.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:15.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:42.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:54.917 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 23:39:57.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:18.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.561 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.228 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-12 23:54:35.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:41.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:41.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:01.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 00:09:19.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 00:24:13.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.594 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.867 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.872 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 00:38:56.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:04.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:04.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:21.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 00:53:40.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:46.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:46.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.617 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:23.055 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 01:08:24.086 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:30.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:30.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.612 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 01:23:09.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:35.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.945 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.410 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 01:37:56.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 01:52:32.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:40.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:40.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:09.850 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 02:08:12.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 02:23:03.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:10.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:10.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.129 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 02:37:46.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:52.855 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:52.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:19.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 02:52:31.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:38.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:38.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:01.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.580 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 03:07:25.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:32.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:32.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.883 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.961 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 03:22:21.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:29.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:29.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 03:37:17.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:50.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 03:52:08.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:15.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:15.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.961 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:38.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.937 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 04:07:04.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:10.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:10.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.294 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 04:22:01.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:39.879 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 04:37:42.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.767 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 04:52:24.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:32.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:32.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:48.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 05:07:10.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:18.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:18.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:32.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 05:22:01.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.867 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 05:36:45.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:52.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:52.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 05:51:27.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:53.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 06:06:15.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:21.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:21.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.591 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 06:21:04.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:10.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:10.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:28.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.546 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.659 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 06:35:45.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:51.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:51.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:32.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 06:50:33.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:40.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:40.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.875 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:19.716 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 07:06:23.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:34.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:34.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.986 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:21.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 07:21:22.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.020 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 07:36:08.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.010 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:33.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 07:50:52.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:22.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:41.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 08:05:42.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:47.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:47.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 08:20:24.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.685 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.410 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 08:35:06.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:12.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:32.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.139 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.090 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 08:49:59.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.892 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:26.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.947 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.699 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 09:04:47.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:53.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:53.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.722 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.439 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 09:19:31.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:39.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:39.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.807 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:11.707 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 09:35:14.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 09:50:10.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:10.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:16.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:16.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 10:05:03.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:10.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:10.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.842 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:32.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 10:19:49.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:56.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:56.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:17.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.583 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 10:34:38.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:05.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:26.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 10:49:27.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:36.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:36.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:54.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 11:04:14.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:14.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.482 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 11:19:03.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:09.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:09.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:30.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 11:33:53.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.56s (2.06min) +2026-05-13 11:39:26.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 11:48:46.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.503 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.339 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:22.532 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 12:04:30.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:41.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:41.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 12:19:22.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:22.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:29.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:29.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:50.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 12:34:12.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:18.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:18.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.302 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 12:49:00.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.432 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 13:03:44.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.644 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 13:18:34.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:41.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:41.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:07.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 13:33:28.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:29.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.026 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 13:48:12.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:19.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:19.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:38.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.022 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.574 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 14:03:00.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:00.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.651 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 14:17:49.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.140 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:24.329 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 14:33:26.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:53.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.375 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 14:48:16.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.096 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 15:03:11.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:19.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:19.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 15:18:01.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:09.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:09.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 15:32:52.700 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.455 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.094 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 15:47:43.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:50.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:50.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 16:02:30.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.118 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.796 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 16:17:19.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 16:32:12.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:18.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:18.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.004 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 16:46:55.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.669 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:44.686 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 17:02:47.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:54.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:54.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.422 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 17:17:35.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:42.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:42.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:21.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 17:32:22.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.571 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 17:47:17.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:22.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:22.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 18:02:10.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 18:17:12.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:40.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 18:32:17.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:18.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:26.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:26.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.921 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:45.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 18:47:14.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 19:02:13.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 19:17:16.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.726 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.745 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.214 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:08.051 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 23:08:12.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:55.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 23:23:42.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:03.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 23:39:04.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:10.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:10.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-13 23:54:27.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 00:09:49.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:25.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 00:25:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:20.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:20.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 00:40:19.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:27.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:27.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 00:55:24.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.097 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.990 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 01:10:35.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:10.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 01:25:44.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:52.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:52.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.637 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.590 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:54.051 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 01:41:57.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:06.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.836 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 01:57:21.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.930 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 02:12:39.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:39.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 02:27:59.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.900 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 02:43:19.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.925 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 02:58:37.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:10.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.671 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 03:13:49.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:57.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:57.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.634 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 03:29:02.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 03:44:18.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.347 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 03:59:36.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:43.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:43.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:54.109 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 04:15:57.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.119 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.555 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 04:31:23.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:32.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:32.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:57.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.197 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 04:46:42.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:51.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:51.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.427 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 05:01:52.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 05:17:06.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:14.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:14.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.700 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 05:32:11.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:11.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.751 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 05:47:14.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 06:02:17.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 06:17:21.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:28.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:28.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.803 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.634 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 06:32:29.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:34.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:34.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:57.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:27.724 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 06:48:30.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:38.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:38.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.756 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 07:03:44.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:51.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:51.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.267 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 07:18:33.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:39.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:39.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 07:33:22.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.258 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 07:48:21.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:22.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:26.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:26.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 08:03:16.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.266 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 08:18:15.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:20.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:20.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 08:33:17.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:48.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.414 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.122 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 08:48:24.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:28.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:28.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 09:03:25.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:54.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:25.715 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 09:19:29.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:36.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:36.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.336 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 09:34:33.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:39.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:39.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 09:49:32.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:38.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:38.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 10:04:32.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:02.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 10:19:29.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:37.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:37.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:03.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 10:34:35.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:40.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:40.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.165 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:03.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 10:49:32.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:31.195 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 11:04:32.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:37.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:37.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.731 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 11:19:23.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:28.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:28.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 11:34:20.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:12.064 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 11:50:14.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:20.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:20.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 12:05:05.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.507 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 12:20:00.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.546 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 12:34:53.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:58.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:58.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:18.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 12:49:47.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:47.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:51.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:51.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 13:04:35.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.267 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 13:19:21.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:21.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:26.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:26.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 13:34:18.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 13:49:22.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.826 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 14:04:23.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:23.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:28.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:28.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.215 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:13.930 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 14:20:16.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.311 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:43.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.240 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 14:35:11.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:36.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.945 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 14:50:06.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:11.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:11.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:33.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 15:04:59.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 15:20:03.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:08.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:08.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.371 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:31.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 15:35:01.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:05.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:05.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 15:49:48.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:52.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:52.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:38.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 16:04:39.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:05.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.960 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 16:19:33.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:39.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:39.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:05.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.221 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 16:34:33.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.558 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.157 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:25.386 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 16:50:28.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:20.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 17:05:21.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 17:20:17.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 17:35:19.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:55.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.646 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 17:50:23.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:28.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:28.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:50.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 18:05:24.839 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.068 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:51.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.083 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.415 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 18:20:20.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:27.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:27.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:50.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 18:35:21.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 18:50:16.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:47.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.910 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 19:05:19.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:50.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.889 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:22.761 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 19:21:25.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:55.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.805 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 19:36:30.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:35.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:35.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.125 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:59.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.985 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 19:51:35.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:41.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:41.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.413 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:36.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 20:06:37.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:08.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.362 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.961 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 20:21:40.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:46.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 20:36:39.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:39.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.763 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 20:51:51.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 21:06:50.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:55.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:55.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 21:21:46.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:52.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:52.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:25.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 21:37:19.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:19.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:25.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:25.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.918 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:52.459 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 21:53:56.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.875 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.863 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 22:09:37.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:44.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:44.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 22:25:14.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.919 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 22:40:48.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:28.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.162 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:15.049 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 22:56:16.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:26.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:26.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:54.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 23:11:46.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:54.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:54.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 23:27:19.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:26.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:26.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.465 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 23:42:57.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:07.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:07.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.268 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-14 23:58:33.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.495 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 00:13:53.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:52.999 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 04:07:01.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:09.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:09.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.365 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:40.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 04:22:35.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 04:38:14.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:14.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.113 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 04:53:59.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:08.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:08.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 05:09:30.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:37.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:37.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:11.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:01.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 05:25:02.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:10.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:10.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 05:40:35.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:46.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:46.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:18.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:12.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 05:56:13.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:22.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:57.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 06:11:54.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 06:27:30.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:38.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:38.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:56.567 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 06:43:59.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:09.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:09.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 06:59:29.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:38.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:38.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 07:15:02.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:12.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:12.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.945 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 07:30:35.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:42.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:42.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.703 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.790 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 07:45:59.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:45:59.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:08.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:08.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 08:01:41.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:49.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:49.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 08:17:04.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:04.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.764 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 08:32:40.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:46.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:46.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:21.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 08:48:17.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:26.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:26.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 09:04:02.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:08.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:08.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.171 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 09:20:37.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:44.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:44.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 09:36:13.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:22.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:22.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.928 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 09:51:52.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 10:07:16.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.293 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:56.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 10:22:49.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:56.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 10:38:19.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.242 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 10:53:42.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.962 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 11:09:06.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:16.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:16.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.170 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 11:24:35.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:42.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:42.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.830 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 11:40:15.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:52.203 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 11:56:58.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:05.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:05.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 12:12:27.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 12:27:52.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:38.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 12:43:28.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:34.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:34.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:03.999 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 12:58:57.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 13:14:27.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:27.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:35.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:35.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 13:30:00.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:10.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:10.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 13:45:40.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 14:01:14.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.416 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.487 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 14:16:54.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:02.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:02.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:19.087 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 14:33:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:04.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 14:48:49.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 15:04:29.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:30.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:37.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:37.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 15:19:58.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:59.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:05.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:05.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 15:35:41.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.832 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 15:51:13.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:22.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 16:06:52.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.226 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 16:22:34.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.832 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 16:38:10.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 16:53:43.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:43.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:51.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:51.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:25.342 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 17:10:34.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:16.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.975 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 17:26:02.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:10.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.002 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 17:41:33.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.288 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 17:57:00.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:08.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:08.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 18:12:37.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.858 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.555 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 18:28:25.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:33.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:33.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:57.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 18:43:58.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:05.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:05.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:37.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 18:59:31.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:41.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:41.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 19:15:07.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:15.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:15.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:50.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 19:30:46.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:54.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:54.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.017 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.789 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:29.984 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 19:47:37.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:47.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:47.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.685 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 20:03:08.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:18.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:18.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:55.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.260 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 20:18:46.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:28.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 20:34:18.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:59.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 20:49:53.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:35.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 21:05:31.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 21:21:03.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.128 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 21:36:42.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:43.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:50.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:50.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:26.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.729 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 21:52:19.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:57.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.137 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.970 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 22:07:53.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:02.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:02.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:36.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.080 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:30.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:30.167 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 22:24:33.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:42.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:42.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.358 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.505 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 22:40:01.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:09.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:09.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.456 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 22:55:34.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.566 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 23:11:03.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:11.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:11.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:43.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 23:26:29.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:39.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.774 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.456 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 23:42:01.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:08.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:08.619 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:41.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.104 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-15 23:57:35.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:14.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 00:13:11.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:20.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 00:28:50.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.020 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 00:44:29.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:35.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:35.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:36.493 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 01:00:39.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:46.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:46.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.092 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:14.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.532 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 01:15:49.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:55.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:55.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:20.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.368 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 01:30:51.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:58.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:58.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 01:45:58.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:03.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:03.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 02:01:02.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:08.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:08.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 02:16:17.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:24.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:24.418 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:53.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.294 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 02:31:31.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:38.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:38.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.417 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 02:46:41.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:19.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.310 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 03:01:53.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:31.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.385 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 03:17:09.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.125 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.818 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:21.329 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 03:33:27.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:38.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:38.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 03:48:43.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:51.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:51.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 04:03:52.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:59.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:59.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 04:19:03.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:10.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:10.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.221 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 04:34:18.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 04:49:31.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:38.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:38.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:59.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.193 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 05:04:32.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:37.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:37.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 05:19:17.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 05:34:05.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:09.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:09.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.137 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.633 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 05:48:28.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 7, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.545 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 7, dp_rank 3: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=1, rank_in_group=1 +2026-05-16 09:33:01.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 7 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 7 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 7: Using local metric names without global sync: ['avg'] +2026-05-16 09:36:00.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 7: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 7: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 7, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_9.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_9.log new file mode 100644 index 0000000000000000000000000000000000000000..4f1de547a0dc1ae87ff190d9d360fe3a9c937455 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/logs/training_rank_9.log @@ -0,0 +1,3342 @@ +2026-05-12 18:32:52.870 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:32:52.872 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 18:41:14.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:14.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:43:01.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:01.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:45:10.032 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 18:45:27.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 18:47:35.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 18:49:37.654 | INFO | hyvideo.utils.grpo_utils:train_one_step:2387 - Rank 9, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05) +2026-05-12 18:57:10.471 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 1, train_steps: 40 +2026-05-12 18:57:11.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 18:57:11.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:57:11.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 18:58:20.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:58:20.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:00:35.411 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 19:00:36.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:02:39.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.99s (2.05min) +2026-05-12 19:02:40.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:04:41.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:11:53.166 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 2, train_steps: 80 +2026-05-12 19:11:54.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 19:11:54.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:11:54.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:13:00.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:13:00.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:15:16.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 19:15:17.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:17:25.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.30s (2.12min) +2026-05-12 19:17:26.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:19:25.046 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:26:36.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 3, train_steps: 120 +2026-05-12 19:26:37.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 19:26:37.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:26:37.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:27:43.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:27:43.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:30:00.139 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 19:30:01.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:32:05.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 19:32:06.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:34:05.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:41:17.409 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 4, train_steps: 160 +2026-05-12 19:41:18.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 19:41:18.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:41:18.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:42:23.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:42:23.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:44:41.972 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 19:44:42.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 19:46:46.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.44s (2.06min) +2026-05-12 19:46:47.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 19:48:52.453 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 19:56:05.490 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 5, train_steps: 200 +2026-05-12 19:56:06.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 19:56:06.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:56:06.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:57:13.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 19:57:13.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 19:59:27.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 19:59:28.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:01:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.19s (2.10min) +2026-05-12 20:01:36.238 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:03:36.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:10:46.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 6, train_steps: 240 +2026-05-12 20:10:47.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 20:10:47.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:10:48.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:11:53.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:11:53.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:14:10.429 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 20:14:11.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:16:17.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.03s (2.10min) +2026-05-12 20:16:18.689 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:18:17.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:25:28.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 7, train_steps: 280 +2026-05-12 20:25:29.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 20:25:29.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:25:29.682 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:26:36.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:26:36.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:28:59.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 20:29:00.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:31:04.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-12 20:31:05.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:33:08.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:40:20.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 8, train_steps: 320 +2026-05-12 20:40:21.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 20:40:22.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:40:22.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:41:28.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:41:28.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:43:44.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 20:43:45.752 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 20:45:50.552 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.27s (2.07min) +2026-05-12 20:45:51.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 20:47:54.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 20:55:10.292 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 9, train_steps: 360 +2026-05-12 20:55:11.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 20:55:11.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:55:11.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:56:17.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 20:56:17.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 20:58:34.626 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 20:58:35.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:00:38.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.03s (2.03min) +2026-05-12 21:00:39.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:02:41.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:09:56.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 10, train_steps: 400 +2026-05-12 21:10:46.234 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0) +2026-05-12 21:10:50.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 21:10:50.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:10:50.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:11:59.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:11:59.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:14:15.370 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 21:14:16.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:16:20.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min) +2026-05-12 21:16:21.041 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:18:20.553 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:25:32.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 11, train_steps: 440 +2026-05-12 21:25:34.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 21:25:34.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:25:34.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:26:40.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:26:40.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:29:01.676 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 21:29:02.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:31:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-12 21:31:09.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:33:11.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:40:23.747 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 12, train_steps: 480 +2026-05-12 21:40:24.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 21:40:24.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:40:24.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:41:31.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:41:31.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:43:50.654 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 21:43:51.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 21:45:55.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.50s (2.06min) +2026-05-12 21:45:56.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 21:47:57.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 21:55:15.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 13, train_steps: 520 +2026-05-12 21:55:16.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 21:55:16.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:55:16.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:56:22.448 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 21:56:22.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 21:58:41.431 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 21:58:42.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:00:47.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.69s (2.08min) +2026-05-12 22:00:48.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:02:50.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:10:03.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 14, train_steps: 560 +2026-05-12 22:10:04.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 22:10:04.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:10:05.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:11:11.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:11:11.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:13:32.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 22:13:32.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:15:39.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.91s (2.10min) +2026-05-12 22:15:40.175 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:17:43.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:24:59.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 15, train_steps: 600 +2026-05-12 22:25:00.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 22:25:00.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:25:00.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:26:09.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:26:09.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:28:31.797 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 22:28:32.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:30:40.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.80s (2.13min) +2026-05-12 22:30:41.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:32:42.772 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:39:57.673 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 16, train_steps: 640 +2026-05-12 22:39:58.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 22:39:58.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:39:58.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:41:05.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:41:05.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:43:23.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 22:43:23.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 22:45:27.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.00s (2.05min) +2026-05-12 22:45:28.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 22:47:28.516 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 22:54:42.047 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 17, train_steps: 680 +2026-05-12 22:54:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 22:54:43.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:54:43.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:55:49.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 22:55:49.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 22:58:07.100 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 22:58:07.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:00:10.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.12s (2.04min) +2026-05-12 23:00:11.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:02:15.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:09:26.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 18, train_steps: 720 +2026-05-12 23:09:27.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 23:09:27.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:09:27.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:10:33.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:10:33.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:12:52.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 23:12:52.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:14:57.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.44s (2.07min) +2026-05-12 23:14:58.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:17:00.537 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:24:13.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 19, train_steps: 760 +2026-05-12 23:24:14.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 23:24:14.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:24:14.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:25:20.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:25:20.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:27:41.146 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 23:27:41.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:29:46.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.54s (2.06min) +2026-05-12 23:29:46.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:31:49.034 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:39:03.756 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 20, train_steps: 800 +2026-05-12 23:39:52.199 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0) +2026-05-12 23:39:57.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 23:39:57.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:39:57.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:41:04.698 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:41:04.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:43:16.697 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 23:43:17.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-12 23:45:21.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.30s (2.05min) +2026-05-12 23:45:22.149 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 23:47:21.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-12 23:54:34.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 21, train_steps: 840 +2026-05-12 23:54:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-12 23:54:35.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:54:35.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:55:40.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 23:55:40.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-12 23:57:59.823 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-12 23:58:00.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:00:05.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 00:00:06.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:02:06.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:09:18.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 22, train_steps: 880 +2026-05-13 00:09:19.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 00:09:19.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:09:19.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:10:25.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:10:25.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:12:50.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 00:12:51.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:14:57.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.15s (2.09min) +2026-05-13 00:14:58.033 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:16:59.649 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:24:12.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 23, train_steps: 920 +2026-05-13 00:24:13.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 00:24:13.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:24:13.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:25:19.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:25:19.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:27:34.595 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 00:27:35.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:29:40.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.76s (2.08min) +2026-05-13 00:29:41.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:31:40.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:38:54.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 24, train_steps: 960 +2026-05-13 00:38:56.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 00:38:56.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:38:56.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:40:03.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:40:03.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:42:19.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 00:42:20.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:44:25.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.62s (2.08min) +2026-05-13 00:44:26.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 00:46:26.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 00:53:38.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 25, train_steps: 1000 +2026-05-13 00:53:40.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 00:53:40.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:53:40.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:54:46.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 00:54:46.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 00:57:02.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 00:57:03.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 00:59:09.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.57s (2.09min) +2026-05-13 00:59:10.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:01:10.611 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:08:22.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 26, train_steps: 1040 +2026-05-13 01:08:23.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 01:08:24.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:08:24.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:09:30.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:09:30.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:11:49.613 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 01:11:50.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:13:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 01:13:54.791 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:15:54.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:23:08.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 27, train_steps: 1080 +2026-05-13 01:23:09.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 01:23:09.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:23:09.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:24:15.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:24:15.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:26:33.748 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 01:26:34.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:28:39.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.72s (2.08min) +2026-05-13 01:28:40.695 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:30:39.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:37:55.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 28, train_steps: 1120 +2026-05-13 01:37:56.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 01:37:56.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:37:56.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:39:02.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:39:02.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:41:14.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 01:41:15.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:43:18.932 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.85s (2.05min) +2026-05-13 01:43:19.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 01:45:22.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 01:52:31.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 29, train_steps: 1160 +2026-05-13 01:52:32.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 01:52:32.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:52:33.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:53:39.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 01:53:39.184 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 01:55:56.319 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 01:55:57.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 01:58:02.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min) +2026-05-13 01:58:03.043 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:00:05.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:07:15.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 30, train_steps: 1200 +2026-05-13 02:08:06.980 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0) +2026-05-13 02:08:12.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 02:08:12.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:08:12.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:09:19.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:09:19.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:11:34.689 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 02:11:35.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:13:45.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.82s (2.15min) +2026-05-13 02:13:46.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:15:48.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:23:02.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 31, train_steps: 1240 +2026-05-13 02:23:03.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 02:23:03.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:23:03.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:24:10.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:24:10.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:26:28.829 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 02:26:29.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:28:36.336 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.10s (2.10min) +2026-05-13 02:28:37.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:30:36.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:37:45.095 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 32, train_steps: 1280 +2026-05-13 02:37:46.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 02:37:46.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:37:46.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:38:52.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:38:52.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:41:18.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 02:41:18.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:43:24.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 02:43:25.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 02:45:25.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 02:52:30.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 33, train_steps: 1320 +2026-05-13 02:52:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 02:52:31.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:52:31.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:53:37.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 02:53:37.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 02:55:59.716 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 02:56:00.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 02:58:08.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min) +2026-05-13 02:58:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:00:11.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:07:24.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 34, train_steps: 1360 +2026-05-13 03:07:25.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 03:07:25.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:07:25.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:08:32.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:08:32.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:10:54.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 03:10:55.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:13:01.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.48s (2.09min) +2026-05-13 03:13:02.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:15:07.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:22:19.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 35, train_steps: 1400 +2026-05-13 03:22:20.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 03:22:21.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:22:21.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:23:29.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:23:29.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:25:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 03:25:52.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:27:58.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.34s (2.09min) +2026-05-13 03:27:59.412 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:30:02.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:37:16.131 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 36, train_steps: 1440 +2026-05-13 03:37:17.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 03:37:17.469 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:37:17.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:38:23.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:38:23.649 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:40:48.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 03:40:49.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:42:53.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.59s (2.06min) +2026-05-13 03:42:54.550 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:44:54.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 03:52:07.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 37, train_steps: 1480 +2026-05-13 03:52:08.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 03:52:09.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:52:09.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:53:15.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 03:53:15.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 03:55:36.962 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 03:55:37.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 03:57:44.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 03:57:45.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 03:59:49.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:07:02.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 38, train_steps: 1520 +2026-05-13 04:07:03.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 04:07:04.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:07:04.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:08:10.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:08:10.483 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:10:31.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 04:10:31.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:12:44.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.80s (2.20min) +2026-05-13 04:12:45.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:14:47.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:22:00.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 39, train_steps: 1560 +2026-05-13 04:22:01.311 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 04:22:01.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:22:01.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:23:07.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:23:07.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:25:26.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 04:25:27.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:27:35.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.07s (2.12min) +2026-05-13 04:27:35.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:29:35.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:36:44.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 40, train_steps: 1600 +2026-05-13 04:37:36.757 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0) +2026-05-13 04:37:42.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 04:37:42.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:37:42.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:38:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:38:49.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:41:06.104 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 04:41:07.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:43:12.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.41s (2.07min) +2026-05-13 04:43:12.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:45:12.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 04:52:23.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 41, train_steps: 1640 +2026-05-13 04:52:24.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 04:52:24.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:52:24.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:53:32.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 04:53:32.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 04:55:48.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 04:55:48.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 04:57:53.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.11s (2.07min) +2026-05-13 04:57:54.327 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 04:59:54.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:07:08.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 42, train_steps: 1680 +2026-05-13 05:07:10.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 05:07:10.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:07:10.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:08:17.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:08:17.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:10:31.028 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 05:10:31.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:12:44.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.72s (2.20min) +2026-05-13 05:12:44.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:14:46.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:22:00.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 43, train_steps: 1720 +2026-05-13 05:22:01.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 05:22:01.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:22:01.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:23:07.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:23:07.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:25:24.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 05:25:25.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:27:29.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.49s (2.06min) +2026-05-13 05:27:30.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:29:34.290 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:36:43.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 44, train_steps: 1760 +2026-05-13 05:36:45.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 05:36:45.167 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:36:45.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:37:52.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:37:52.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:40:11.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 05:40:12.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:42:17.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.67s (2.08min) +2026-05-13 05:42:18.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:44:16.932 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 05:51:26.585 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 45, train_steps: 1800 +2026-05-13 05:51:27.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 05:51:27.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:51:27.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:52:33.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 05:52:33.751 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 05:54:51.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 05:54:53.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 05:56:58.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.47s (2.09min) +2026-05-13 05:56:59.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 05:59:02.815 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:06:13.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 46, train_steps: 1840 +2026-05-13 06:06:14.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 06:06:15.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:06:15.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:07:20.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:07:20.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:09:42.592 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 06:09:43.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:11:46.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.28s (2.04min) +2026-05-13 06:11:47.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:13:50.415 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:21:03.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 47, train_steps: 1880 +2026-05-13 06:21:04.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 06:21:04.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:21:04.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:22:10.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:22:10.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:24:26.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 06:24:27.638 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:26:32.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.85s (2.06min) +2026-05-13 06:26:32.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:28:33.545 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:35:44.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 48, train_steps: 1920 +2026-05-13 06:35:45.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 06:35:45.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:35:45.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:36:51.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:36:51.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:39:07.205 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 06:39:08.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:41:15.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.35s (2.11min) +2026-05-13 06:41:16.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:43:18.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 06:50:31.969 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 49, train_steps: 1960 +2026-05-13 06:50:33.325 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 06:50:33.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:50:33.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:51:39.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 06:51:39.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 06:54:00.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 06:54:01.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 06:56:07.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 06:56:08.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 06:58:12.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:05:25.835 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 50, train_steps: 2000 +2026-05-13 07:06:17.173 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0) +2026-05-13 07:06:23.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 07:06:23.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:06:23.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:07:34.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:07:34.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:09:54.872 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 07:09:55.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:12:04.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.06s (2.13min) +2026-05-13 07:12:05.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:14:06.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:21:20.996 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 51, train_steps: 2040 +2026-05-13 07:21:22.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 07:21:22.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:21:22.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:22:28.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:22:28.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:24:47.021 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 07:24:48.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:26:52.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.97s (2.07min) +2026-05-13 07:26:53.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:28:53.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:36:07.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 52, train_steps: 2080 +2026-05-13 07:36:08.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 07:36:08.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:36:08.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:37:15.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:37:15.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:39:32.011 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 07:39:32.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:41:39.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.64s (2.09min) +2026-05-13 07:41:40.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:43:39.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 07:50:51.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 53, train_steps: 2120 +2026-05-13 07:50:52.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 07:50:52.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:50:52.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:51:58.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 07:51:58.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 07:54:21.086 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 07:54:21.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 07:56:28.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.24s (2.10min) +2026-05-13 07:56:29.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 07:58:29.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:05:40.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 54, train_steps: 2160 +2026-05-13 08:05:41.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 08:05:42.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:05:42.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:06:48.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:06:48.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:09:02.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 08:09:03.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:11:08.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.99s (2.08min) +2026-05-13 08:11:09.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:13:11.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:20:23.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 55, train_steps: 2200 +2026-05-13 08:20:24.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 08:20:24.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:20:24.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:21:30.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:21:30.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:23:44.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 08:23:45.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:25:50.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.07s (2.07min) +2026-05-13 08:25:50.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:27:51.389 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:35:05.317 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 56, train_steps: 2240 +2026-05-13 08:35:06.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 08:35:06.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:35:06.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:36:13.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:36:13.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:38:31.071 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 08:38:31.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:40:41.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-13 08:40:42.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:42:42.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 08:49:58.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 57, train_steps: 2280 +2026-05-13 08:49:59.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 08:49:59.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:50:00.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:51:05.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 08:51:05.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 08:53:24.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 08:53:25.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 08:55:31.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.63s (2.09min) +2026-05-13 08:55:32.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 08:57:34.934 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:04:46.603 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 58, train_steps: 2320 +2026-05-13 09:04:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 09:04:47.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:04:47.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:05:53.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:05:53.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:08:12.723 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 09:08:13.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:10:18.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.98s (2.07min) +2026-05-13 09:10:18.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:12:18.435 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:19:30.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 59, train_steps: 2360 +2026-05-13 09:19:31.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 09:19:31.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:19:31.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:20:38.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:20:38.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:23:00.223 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 09:23:01.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:25:05.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.39s (2.06min) +2026-05-13 09:25:06.092 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:27:05.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:34:19.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 60, train_steps: 2400 +2026-05-13 09:35:08.651 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0) +2026-05-13 09:35:14.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 09:35:14.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:35:14.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:36:23.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:36:23.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:38:46.964 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 09:38:48.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:40:54.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.54s (2.09min) +2026-05-13 09:40:55.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:42:55.746 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 09:50:09.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 61, train_steps: 2440 +2026-05-13 09:50:10.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 09:50:11.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:50:11.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:51:17.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 09:51:17.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 09:53:35.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 09:53:36.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 09:55:44.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.33s (2.12min) +2026-05-13 09:55:45.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 09:57:47.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:05:02.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 62, train_steps: 2480 +2026-05-13 10:05:03.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 10:05:03.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:05:03.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:06:10.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:06:10.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:08:30.843 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 10:08:31.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:10:37.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.28s (2.09min) +2026-05-13 10:10:38.356 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:12:37.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:19:48.489 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 63, train_steps: 2520 +2026-05-13 10:19:49.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 10:19:49.699 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:19:49.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:20:55.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:20:55.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:23:15.680 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 10:23:16.642 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:25:21.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.55s (2.08min) +2026-05-13 10:25:22.638 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:27:25.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:34:37.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 64, train_steps: 2560 +2026-05-13 10:34:38.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 10:34:38.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:34:38.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:35:44.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:35:44.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:38:04.022 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 10:38:04.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:40:13.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-13 10:40:14.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:42:15.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 10:49:25.966 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 65, train_steps: 2600 +2026-05-13 10:49:27.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 10:49:27.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:49:27.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:50:36.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 10:50:36.062 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 10:52:52.893 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 10:52:53.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 10:54:58.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.61s (2.06min) +2026-05-13 10:54:58.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 10:57:00.921 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:04:13.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 66, train_steps: 2640 +2026-05-13 11:04:14.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 11:04:14.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:04:15.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:05:20.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:05:20.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:07:43.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 11:07:44.300 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:09:49.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.00s (2.08min) +2026-05-13 11:09:50.783 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:11:52.185 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:19:02.591 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 67, train_steps: 2680 +2026-05-13 11:19:03.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 11:19:03.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:19:03.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:20:09.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:20:09.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:22:28.766 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 11:22:29.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:24:38.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-13 11:24:39.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:26:40.444 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:33:52.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 68, train_steps: 2720 +2026-05-13 11:33:53.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 11:33:53.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:33:53.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:35:01.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:35:01.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:37:20.813 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 11:37:21.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:39:25.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.57s (2.06min) +2026-05-13 11:39:26.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:41:31.532 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 11:48:45.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 69, train_steps: 2760 +2026-05-13 11:48:46.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 11:48:46.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:48:46.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:49:52.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 11:49:52.784 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 11:52:08.647 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 11:52:09.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 11:54:15.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.17s (2.09min) +2026-05-13 11:54:15.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 11:56:18.493 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:03:28.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 70, train_steps: 2800 +2026-05-13 12:04:19.922 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0) +2026-05-13 12:04:29.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 12:04:30.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:04:30.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:05:40.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:05:40.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:07:58.914 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 12:07:59.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:10:04.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.47s (2.07min) +2026-05-13 12:10:05.722 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:12:07.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:19:21.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 71, train_steps: 2840 +2026-05-13 12:19:22.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 12:19:22.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:19:23.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:20:28.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:20:28.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:22:49.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 12:22:50.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:24:57.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.64s (2.11min) +2026-05-13 12:24:58.173 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:26:59.851 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:34:11.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 72, train_steps: 2880 +2026-05-13 12:34:12.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 12:34:12.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:34:12.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:35:18.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:35:18.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:37:34.063 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 12:37:35.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:39:40.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.24s (2.09min) +2026-05-13 12:39:41.609 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:41:43.885 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 12:48:59.186 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 73, train_steps: 2920 +2026-05-13 12:49:00.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 12:49:00.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:49:00.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:50:06.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 12:50:06.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 12:52:23.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 12:52:24.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 12:54:29.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.74s (2.08min) +2026-05-13 12:54:30.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 12:56:31.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:03:43.478 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 74, train_steps: 2960 +2026-05-13 13:03:44.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 13:03:44.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:03:44.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:04:50.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:04:50.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:07:13.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 13:07:14.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:09:18.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.21s (2.05min) +2026-05-13 13:09:18.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:11:23.642 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:18:33.078 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 75, train_steps: 3000 +2026-05-13 13:18:34.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 13:18:34.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:18:34.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:19:41.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:19:41.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:22:05.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 13:22:07.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:24:12.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.71s (2.08min) +2026-05-13 13:24:13.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:26:14.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:33:27.843 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 76, train_steps: 3040 +2026-05-13 13:33:28.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 13:33:28.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:33:28.921 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:34:34.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:34:34.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:36:51.345 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 13:36:52.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:38:56.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.14s (2.05min) +2026-05-13 13:38:57.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:40:58.138 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 13:48:11.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 77, train_steps: 3080 +2026-05-13 13:48:12.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 13:48:12.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:48:12.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:49:18.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 13:49:18.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 13:51:36.881 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 13:51:37.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 13:53:43.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.90s (2.08min) +2026-05-13 13:53:44.021 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 13:55:44.736 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:02:59.484 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 78, train_steps: 3120 +2026-05-13 14:03:00.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 14:03:00.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:03:01.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:04:07.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:04:07.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:06:23.339 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 14:06:24.322 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:08:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.77s (2.16min) +2026-05-13 14:08:35.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:10:37.647 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:17:48.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 79, train_steps: 3160 +2026-05-13 14:17:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 14:17:49.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:17:49.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:18:56.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:18:56.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:21:11.863 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 14:21:12.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:23:19.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-13 14:23:19.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:25:22.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:32:32.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 80, train_steps: 3200 +2026-05-13 14:33:21.059 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0) +2026-05-13 14:33:26.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 14:33:26.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:33:26.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:34:34.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:34:34.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:36:51.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 14:36:52.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:38:58.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-13 14:38:59.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:41:02.203 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 14:48:15.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 81, train_steps: 3240 +2026-05-13 14:48:16.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 14:48:16.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:48:16.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:49:24.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 14:49:24.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 14:51:47.409 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 14:51:48.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 14:53:54.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.21s (2.09min) +2026-05-13 14:53:55.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 14:55:55.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:03:10.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 82, train_steps: 3280 +2026-05-13 15:03:11.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 15:03:11.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:03:11.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:04:19.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:04:19.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:06:35.199 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 15:06:36.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:08:42.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.41s (2.09min) +2026-05-13 15:08:43.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:10:45.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:18:00.134 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 83, train_steps: 3320 +2026-05-13 15:18:01.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 15:18:01.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:18:01.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:19:09.049 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:19:09.050 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:21:27.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 15:21:28.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:23:35.438 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.44s (2.11min) +2026-05-13 15:23:36.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:25:38.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:32:51.331 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 84, train_steps: 3360 +2026-05-13 15:32:52.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 15:32:52.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:32:52.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:33:59.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:33:59.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:36:19.571 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 15:36:20.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:38:25.654 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.68s (2.08min) +2026-05-13 15:38:26.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:40:29.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 15:47:42.012 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 85, train_steps: 3400 +2026-05-13 15:47:43.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 15:47:43.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:47:43.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:48:50.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 15:48:50.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 15:51:05.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 15:51:06.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 15:53:12.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.46s (2.09min) +2026-05-13 15:53:13.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 15:55:17.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:02:28.648 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 86, train_steps: 3440 +2026-05-13 16:02:30.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 16:02:30.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:02:30.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:03:36.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:03:36.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:05:57.362 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 16:05:58.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:08:02.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.48s (2.06min) +2026-05-13 16:08:03.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:10:07.117 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:17:18.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 87, train_steps: 3480 +2026-05-13 16:17:19.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 16:17:19.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:17:19.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:18:27.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:18:27.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:20:50.102 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 16:20:51.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:22:55.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.28s (2.07min) +2026-05-13 16:22:56.810 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:24:59.813 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:32:11.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 88, train_steps: 3520 +2026-05-13 16:32:12.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 16:32:12.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:32:12.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:33:18.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:33:18.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:35:35.004 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 16:35:36.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:37:40.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.30s (2.07min) +2026-05-13 16:37:41.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:39:42.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 16:46:54.380 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 89, train_steps: 3560 +2026-05-13 16:46:55.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 16:46:55.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:46:55.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:48:02.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 16:48:02.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 16:50:18.670 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 16:50:19.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 16:52:23.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.20s (2.05min) +2026-05-13 16:52:24.011 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 16:54:30.291 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:01:42.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 90, train_steps: 3600 +2026-05-13 17:02:39.258 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0) +2026-05-13 17:02:46.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 17:02:47.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:02:47.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:03:54.405 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:03:54.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:06:13.686 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 17:06:14.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:08:19.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.83s (2.08min) +2026-05-13 17:08:20.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:10:25.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:17:34.324 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 91, train_steps: 3640 +2026-05-13 17:17:35.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 17:17:35.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:17:35.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:18:41.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:18:41.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:21:01.282 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 17:21:02.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:23:06.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.14s (2.07min) +2026-05-13 17:23:07.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:25:08.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:32:20.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 92, train_steps: 3680 +2026-05-13 17:32:22.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 17:32:22.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:32:22.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:33:30.833 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:33:30.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:35:52.868 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 17:35:53.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:37:59.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min) +2026-05-13 17:38:00.570 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:40:03.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 17:47:15.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 93, train_steps: 3720 +2026-05-13 17:47:16.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 17:47:17.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:47:17.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:48:22.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 17:48:22.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 17:50:45.837 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 17:50:46.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 17:52:53.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-13 17:52:54.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 17:54:54.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:02:09.352 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 94, train_steps: 3760 +2026-05-13 18:02:10.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 18:02:10.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:02:10.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:03:17.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:03:17.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:05:36.270 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 18:05:37.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:07:44.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.97s (2.12min) +2026-05-13 18:07:45.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:09:55.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:17:11.568 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 95, train_steps: 3800 +2026-05-13 18:17:12.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 18:17:12.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:17:12.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:18:19.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:18:19.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:20:38.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 18:20:39.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:22:47.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.05s (2.12min) +2026-05-13 18:22:48.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:24:55.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:32:16.782 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 96, train_steps: 3840 +2026-05-13 18:32:17.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 18:32:17.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:32:18.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:33:26.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:33:26.265 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:35:43.922 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 18:35:44.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:37:52.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.53s (2.13min) +2026-05-13 18:37:53.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:39:54.460 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 18:47:12.896 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 97, train_steps: 3880 +2026-05-13 18:47:14.253 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 18:47:14.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:47:14.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:48:22.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 18:48:22.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 18:50:45.672 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 18:50:46.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 18:52:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.58s (2.08min) +2026-05-13 18:52:52.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 18:54:54.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:02:12.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 98, train_steps: 3920 +2026-05-13 19:02:13.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 19:02:13.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:02:13.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:03:19.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:03:19.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:05:47.614 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 19:05:48.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:07:54.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.26s (2.09min) +2026-05-13 19:07:55.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:09:57.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:17:15.177 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 99, train_steps: 3960 +2026-05-13 19:17:16.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 19:17:16.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:17:16.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:18:23.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 19:18:23.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 19:20:48.609 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 19:20:49.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 19:22:55.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.92s (2.10min) +2026-05-13 19:22:56.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 19:24:58.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 19:32:12.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 100, train_steps: 4000 +2026-05-13 23:08:04.027 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 23:08:13.013 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:09:20.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:20.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 23:11:54.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:14:05.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.848 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:23:40.549 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 101, train_steps: 4040 +2026-05-13 23:23:41.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 23:23:42.149 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:24:47.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:24:47.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 23:27:17.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:39:02.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 102, train_steps: 4080 +2026-05-13 23:39:04.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 23:39:04.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:40:11.030 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:11.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 23:42:37.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.735 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-13 23:54:25.658 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 103, train_steps: 4120 +2026-05-13 23:54:26.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-13 23:54:27.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:55:35.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:55:35.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-13 23:58:05.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:00:17.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.027 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:09:48.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 104, train_steps: 4160 +2026-05-14 00:09:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 00:09:49.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:10:57.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:10:57.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 00:13:24.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:25:09.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 105, train_steps: 4200 +2026-05-14 00:25:10.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 00:25:10.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:26:20.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:20.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 00:28:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:40:18.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 106, train_steps: 4240 +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 00:40:19.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:41:26.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:26.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 00:43:50.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 00:55:23.518 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 107, train_steps: 4280 +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 00:55:24.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:25.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:56:32.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:56:32.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 00:58:53.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 00:58:53.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:10:33.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 108, train_steps: 4320 +2026-05-14 01:10:35.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 01:10:35.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:11:45.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:11:45.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 01:14:10.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.978 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:25:42.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 109, train_steps: 4360 +2026-05-14 01:25:43.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 01:25:44.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:26:51.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:26:51.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:29:17.638 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 01:29:18.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:40:54.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 110, train_steps: 4400 +2026-05-14 01:41:50.751 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 01:41:57.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:43:06.001 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:06.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 01:45:33.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 01:47:44.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 01:57:20.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 111, train_steps: 4440 +2026-05-14 01:57:21.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 01:57:21.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 01:58:28.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:58:28.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:00:56.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 02:00:57.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:12:38.500 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 112, train_steps: 4480 +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 02:12:39.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:13:46.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:13:46.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 02:16:15.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.854 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.554 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:27:58.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 113, train_steps: 4520 +2026-05-14 02:27:59.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 02:27:59.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:29:07.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:07.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:31:34.901 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 02:31:35.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.146 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:43:18.365 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 114, train_steps: 4560 +2026-05-14 02:43:19.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 02:43:19.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:44:26.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:44:26.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:46:54.926 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 02:46:55.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.181 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 02:58:36.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 115, train_steps: 4600 +2026-05-14 02:58:37.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 02:58:37.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 02:59:45.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:59:45.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 03:02:09.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.927 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:13:47.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 116, train_steps: 4640 +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 03:13:49.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:14:56.952 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:14:56.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 03:17:21.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.676 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:29:01.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 117, train_steps: 4680 +2026-05-14 03:29:02.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 03:29:02.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:30:10.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:10.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 03:32:36.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.196 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:44:17.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 118, train_steps: 4720 +2026-05-14 03:44:18.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 03:44:18.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:45:25.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:25.488 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 03:47:51.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.953 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 03:59:34.499 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 119, train_steps: 4760 +2026-05-14 03:59:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 03:59:36.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:00:43.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:00:43.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 04:03:06.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:05:13.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.793 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:14:43.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 120, train_steps: 4800 +2026-05-14 04:15:46.973 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 04:15:57.027 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:17:05.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:05.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:19:36.120 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 04:19:36.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.396 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.531 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:31:21.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 121, train_steps: 4840 +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 04:31:23.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:32:31.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:32:31.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 04:34:56.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 04:46:40.865 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 122, train_steps: 4880 +2026-05-14 04:46:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 04:46:42.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:47:50.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:47:50.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 04:50:14.428 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 04:50:15.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.431 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:01:50.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 123, train_steps: 4920 +2026-05-14 05:01:51.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 05:01:52.197 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:02:58.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:02:58.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 05:05:22.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:17:04.794 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 124, train_steps: 4960 +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 05:17:06.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:18:14.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:14.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 05:20:38.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:32:10.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 125, train_steps: 5000 +2026-05-14 05:32:11.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 05:32:11.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:11.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:33:16.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:16.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 05:35:37.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 05:47:12.617 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 126, train_steps: 5040 +2026-05-14 05:47:13.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 05:47:14.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:48:19.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:19.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 05:50:41.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.897 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.625 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:02:16.151 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 127, train_steps: 5080 +2026-05-14 06:02:17.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 06:02:17.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:03:22.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:03:22.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 06:05:47.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.122 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:17:20.005 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 128, train_steps: 5120 +2026-05-14 06:17:21.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 06:17:21.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:18:27.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:18:27.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:20:55.804 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 06:20:56.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.653 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.732 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:32:27.513 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 129, train_steps: 5160 +2026-05-14 06:32:28.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 06:32:29.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:33:34.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:33:34.055 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 06:35:57.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 06:47:31.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 130, train_steps: 5200 +2026-05-14 06:48:24.021 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 06:48:30.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:49:37.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:49:37.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 06:52:04.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 06:52:05.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 06:54:18.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.764 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:03:43.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 131, train_steps: 5240 +2026-05-14 07:03:44.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 07:03:44.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:04:51.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:04:51.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 07:07:08.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:09:13.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:18:32.088 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 132, train_steps: 5280 +2026-05-14 07:18:33.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 07:18:33.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:19:38.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:19:38.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 07:21:57.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:33:21.360 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 133, train_steps: 5320 +2026-05-14 07:33:22.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 07:33:22.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:34:26.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:34:26.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 07:36:48.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:38:59.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.060 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 07:48:20.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 134, train_steps: 5360 +2026-05-14 07:48:21.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 07:48:21.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:49:26.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:26.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 07:51:47.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 07:51:48.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 07:53:56.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.232 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:03:15.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 135, train_steps: 5400 +2026-05-14 08:03:16.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 08:03:16.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:04:23.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:04:23.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 08:06:46.334 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.463 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:18:14.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 136, train_steps: 5440 +2026-05-14 08:18:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 08:18:15.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:19:20.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:20.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 08:21:47.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.845 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:33:16.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 137, train_steps: 5480 +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 08:33:17.803 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:17.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:34:22.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:34:22.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 08:36:47.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.413 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.988 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 08:48:23.056 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 138, train_steps: 5520 +2026-05-14 08:48:24.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 08:48:24.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:49:29.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:49:29.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 08:51:52.734 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 08:51:53.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:03:23.631 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 139, train_steps: 5560 +2026-05-14 09:03:24.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 09:03:25.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:04:30.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:04:30.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 09:06:53.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.935 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:18:30.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 140, train_steps: 5600 +2026-05-14 09:19:22.671 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 09:19:29.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:20:35.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:20:35.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:23:01.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 09:23:02.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:25:12.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.114 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.400 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:34:32.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 141, train_steps: 5640 +2026-05-14 09:34:33.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 09:34:33.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:35:38.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:35:38.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 09:38:02.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 09:49:31.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 142, train_steps: 5680 +2026-05-14 09:49:32.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 09:49:32.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:32.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:50:37.756 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:50:37.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 09:53:01.368 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.700 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:04:31.035 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 143, train_steps: 5720 +2026-05-14 10:04:32.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 10:04:32.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:05:36.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:05:36.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:08:01.222 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 10:08:01.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:19:28.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 144, train_steps: 5760 +2026-05-14 10:19:29.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 10:19:29.465 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:20:36.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:20:36.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 10:23:03.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.073 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:34:34.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 145, train_steps: 5800 +2026-05-14 10:34:35.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 10:34:35.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:35:40.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:35:40.226 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:38:02.166 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 10:38:02.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 10:49:31.103 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 146, train_steps: 5840 +2026-05-14 10:49:32.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 10:49:32.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:50:39.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:50:39.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 10:53:01.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:04:30.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 147, train_steps: 5880 +2026-05-14 11:04:32.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 11:04:32.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:05:36.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:05:36.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:07:56.732 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 11:07:57.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:10:03.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.070 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:19:22.318 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 148, train_steps: 5920 +2026-05-14 11:19:23.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 11:19:23.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:20:27.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:20:27.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:22:48.916 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 11:22:49.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.950 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:34:19.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 149, train_steps: 5960 +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 11:34:20.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.589 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:35:24.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:35:24.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 11:37:47.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.393 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 11:49:18.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 150, train_steps: 6000 +2026-05-14 11:50:08.820 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 11:50:14.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:51:19.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:19.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 11:53:41.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 11:55:46.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:05:04.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 151, train_steps: 6040 +2026-05-14 12:05:05.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 12:05:05.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:06:12.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:12.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 12:08:34.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:19:59.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 152, train_steps: 6080 +2026-05-14 12:20:00.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 12:20:00.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:21:04.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:04.623 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:23:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 12:23:22.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:25:31.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.856 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:34:52.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 153, train_steps: 6120 +2026-05-14 12:34:53.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 12:34:53.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.572 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:35:57.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:35:57.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 12:38:17.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.023 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 12:49:46.708 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 154, train_steps: 6160 +2026-05-14 12:49:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 12:49:47.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:50:51.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:50:51.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 12:53:12.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.79s (2.06min) +2026-05-14 12:55:17.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:04:34.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 155, train_steps: 6200 +2026-05-14 13:04:35.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 13:04:35.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:05:39.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:05:39.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:07:59.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 13:08:00.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:19:20.731 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 156, train_steps: 6240 +2026-05-14 13:19:21.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 13:19:21.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:20:26.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:20:26.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 13:22:47.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.593 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:34:17.376 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 157, train_steps: 6280 +2026-05-14 13:34:18.432 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 13:34:18.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:35:22.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:22.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 13:37:49.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:39:57.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.501 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.120 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 13:49:20.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 158, train_steps: 6320 +2026-05-14 13:49:22.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 13:49:22.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:50:26.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:50:26.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 13:52:49.821 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 13:52:50.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:04:22.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 159, train_steps: 6360 +2026-05-14 14:04:23.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 14:04:23.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:24.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:05:27.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:05:27.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 14:07:49.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.141 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.386 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:19:20.089 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 160, train_steps: 6400 +2026-05-14 14:20:11.118 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 14:20:16.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.367 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:21:23.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:21:23.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:23:42.312 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 14:23:42.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.239 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:35:09.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 161, train_steps: 6440 +2026-05-14 14:35:11.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 14:35:11.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:36:15.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:15.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 14:38:37.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 14:50:05.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 162, train_steps: 6480 +2026-05-14 14:50:06.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 14:50:06.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:07.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:51:11.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:11.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 14:53:32.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 14:55:40.475 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:04:58.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 163, train_steps: 6520 +2026-05-14 15:04:59.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 15:04:59.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:06:04.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:04.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 15:08:28.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.235 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:20:02.244 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 164, train_steps: 6560 +2026-05-14 15:20:03.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 15:20:03.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:21:07.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:07.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:23:30.372 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 15:23:31.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:35:00.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 165, train_steps: 6600 +2026-05-14 15:35:01.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 15:35:01.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:36:05.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:05.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 15:38:21.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:40:26.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 15:49:47.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 166, train_steps: 6640 +2026-05-14 15:49:48.662 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 15:49:48.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:48.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:50:52.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:50:52.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 15:53:14.964 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:04:37.997 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 167, train_steps: 6680 +2026-05-14 16:04:38.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 16:04:39.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:05:45.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:05:45.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 16:08:04.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:10:13.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:19:32.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 168, train_steps: 6720 +2026-05-14 16:19:33.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 16:19:33.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.614 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:20:39.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:20:39.141 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:23:04.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 16:23:04.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.980 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:34:32.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 169, train_steps: 6760 +2026-05-14 16:34:33.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 16:34:33.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:35:41.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:35:41.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:38:03.559 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 16:38:04.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:40:14.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.277 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 16:49:33.093 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 170, train_steps: 6800 +2026-05-14 16:50:22.972 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 16:50:28.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:51:34.821 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:51:34.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 16:53:55.506 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 16:53:56.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:05:19.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 171, train_steps: 6840 +2026-05-14 17:05:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 17:05:21.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:06:25.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:06:25.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 17:08:48.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:10:55.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:20:16.737 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 172, train_steps: 6880 +2026-05-14 17:20:17.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 17:20:17.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:21:22.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:22.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 17:23:49.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:25:57.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.037 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:35:18.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 173, train_steps: 6920 +2026-05-14 17:35:19.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 17:35:19.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:36:23.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:36:23.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 17:38:54.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:41:01.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 17:50:22.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 174, train_steps: 6960 +2026-05-14 17:50:23.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 17:50:23.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:51:28.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:51:28.091 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 17:53:49.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.007 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:05:23.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 175, train_steps: 7000 +2026-05-14 18:05:24.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 18:05:24.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:06:30.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:06:30.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:08:50.069 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 18:08:50.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:10:57.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.076 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:20:19.295 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 176, train_steps: 7040 +2026-05-14 18:20:20.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 18:20:20.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:21:26.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:21:26.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 18:23:49.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.527 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:35:19.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 177, train_steps: 7080 +2026-05-14 18:35:21.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 18:35:21.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:36:25.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:36:25.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 18:38:47.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 18:50:15.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 178, train_steps: 7120 +2026-05-14 18:50:16.397 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 18:50:16.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:51:21.663 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:51:21.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 18:53:46.329 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 18:53:47.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.307 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.905 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:05:17.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 179, train_steps: 7160 +2026-05-14 19:05:19.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 19:05:19.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:06:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:06:25.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 19:08:50.090 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.873 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:20:21.781 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 180, train_steps: 7200 +2026-05-14 19:21:19.473 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 19:21:25.481 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:22:30.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:22:30.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:24:54.445 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 19:24:55.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:36:29.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 181, train_steps: 7240 +2026-05-14 19:36:30.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 19:36:30.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:31.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:37:35.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:37:35.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:39:58.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 19:39:58.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:42:07.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 19:51:33.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 182, train_steps: 7280 +2026-05-14 19:51:35.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 19:51:35.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:52:41.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:52:41.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 19:55:04.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 19:55:05.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.879 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:06:35.908 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 183, train_steps: 7320 +2026-05-14 20:06:37.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 20:06:37.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:07:42.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:07:42.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 20:10:07.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:12:18.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:21:38.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 184, train_steps: 7360 +2026-05-14 20:21:39.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 20:21:40.233 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:22:45.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:22:45.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 20:25:07.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.287 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:36:38.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 185, train_steps: 7400 +2026-05-14 20:36:39.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 20:36:39.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:37:46.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:37:46.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 20:40:14.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:42:24.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.110 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 20:51:50.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 186, train_steps: 7440 +2026-05-14 20:51:51.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 20:51:51.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:52:57.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:52:57.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 20:55:19.027 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 20:55:19.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:06:48.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 187, train_steps: 7480 +2026-05-14 21:06:49.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 21:06:50.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:07:55.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:07:55.070 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 21:10:19.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:21:44.427 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 188, train_steps: 7520 +2026-05-14 21:21:45.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 21:21:45.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:22:51.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:22:51.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 21:25:25.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:27:36.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.972 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:37:18.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 189, train_steps: 7560 +2026-05-14 21:37:19.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 21:37:19.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:19.897 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:38:25.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:38:25.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 21:41:00.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 21:52:54.064 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 190, train_steps: 7600 +2026-05-14 21:53:50.443 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 21:53:56.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:55:03.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:03.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 21:57:37.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 21:57:38.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.852 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:09:35.808 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 191, train_steps: 7640 +2026-05-14 22:09:37.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 22:09:37.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:10:44.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:10:44.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 22:13:17.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.351 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:25:12.669 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 192, train_steps: 7680 +2026-05-14 22:25:14.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 22:25:14.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:26:22.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:22.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:28:54.920 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 22:28:55.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:31:09.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.028 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.924 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:40:46.562 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 193, train_steps: 7720 +2026-05-14 22:40:48.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 22:40:48.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:41:57.574 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:41:57.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 22:44:27.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.161 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.588 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 22:56:14.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 194, train_steps: 7760 +2026-05-14 22:56:16.069 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 22:56:16.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:57:25.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:57:25.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 22:59:53.323 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 22:59:54.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.841 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:11:44.806 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 195, train_steps: 7800 +2026-05-14 23:11:46.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 23:11:46.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:12:54.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:12:54.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 23:15:32.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.085 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:27:18.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 196, train_steps: 7840 +2026-05-14 23:27:19.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 23:27:19.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:28:25.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:28:25.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 23:31:06.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:33:17.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.126 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.576 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:42:56.649 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 197, train_steps: 7880 +2026-05-14 23:42:57.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 23:42:57.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:57.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:44:07.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:07.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:46:37.825 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-14 23:46:38.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.868 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.884 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-14 23:58:32.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 198, train_steps: 7920 +2026-05-14 23:58:33.256 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-14 23:58:33.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-14 23:59:41.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:59:41.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 00:02:06.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:04:17.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.494 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.514 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:13:52.259 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 199, train_steps: 7960 +2026-05-15 00:13:53.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 00:13:54.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.172 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:15:02.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:02.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 00:17:35.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.428 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 00:29:30.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 200, train_steps: 8000 +2026-05-15 04:06:50.016 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 04:07:01.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:08:09.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:09.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:10:39.366 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 04:10:40.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:12:54.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.749 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.174 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:22:34.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 201, train_steps: 8040 +2026-05-15 04:22:35.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 04:22:35.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:23:43.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:23:43.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 04:26:18.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.039 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:38:13.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 202, train_steps: 8080 +2026-05-15 04:38:14.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 04:38:14.927 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:15.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:39:24.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:39:24.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:42:02.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 04:42:02.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 04:53:57.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 203, train_steps: 8120 +2026-05-15 04:53:59.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 04:53:59.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:55:09.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:09.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 04:57:40.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.894 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:09:28.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 204, train_steps: 8160 +2026-05-15 05:09:29.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 05:09:30.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.319 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:10:36.261 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:10:36.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 05:13:10.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.511 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:25:00.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 205, train_steps: 8200 +2026-05-15 05:25:02.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 05:25:02.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.356 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:26:11.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:11.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 05:28:44.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:40:33.652 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 206, train_steps: 8240 +2026-05-15 05:40:35.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 05:40:35.359 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:41:46.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:41:46.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 05:44:18.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.860 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 05:56:11.904 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 207, train_steps: 8280 +2026-05-15 05:56:13.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 05:56:13.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:57:21.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:57:21.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 05:59:56.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:11:52.530 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 208, train_steps: 8320 +2026-05-15 06:11:53.993 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 06:11:54.170 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:13:01.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:01.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 06:15:32.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:27:29.222 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 209, train_steps: 8360 +2026-05-15 06:27:30.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 06:27:30.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:28:37.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:28:37.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 06:31:06.516 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:42:53.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 210, train_steps: 8400 +2026-05-15 06:43:52.838 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 06:43:59.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:43:59.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:45:09.582 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:09.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 06:47:40.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 06:49:51.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 06:59:27.632 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 211, train_steps: 8440 +2026-05-15 06:59:28.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 06:59:29.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:00:37.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:00:37.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 07:03:12.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:15:01.541 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 212, train_steps: 8480 +2026-05-15 07:15:02.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 07:15:03.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:16:12.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:12.019 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 07:18:40.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.905 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:30:33.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 213, train_steps: 8520 +2026-05-15 07:30:34.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 07:30:35.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:31:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:31:41.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:34:08.704 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 07:34:09.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 07:45:58.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 214, train_steps: 8560 +2026-05-15 07:45:59.781 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 07:46:00.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.231 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:47:08.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:08.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 07:49:43.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.479 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:01:40.739 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 215, train_steps: 8600 +2026-05-15 08:01:41.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 08:01:41.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:02:48.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:02:48.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 08:05:17.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.596 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:17:03.311 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 216, train_steps: 8640 +2026-05-15 08:17:04.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 08:17:04.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:04.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:18:11.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:11.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 08:20:48.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.006 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.765 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:32:39.086 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 217, train_steps: 8680 +2026-05-15 08:32:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 08:32:40.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:33:46.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:33:46.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 08:36:22.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 08:48:15.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 218, train_steps: 8720 +2026-05-15 08:48:17.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 08:48:17.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:49:26.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:26.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 08:52:02.727 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 08:52:03.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:04:00.891 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 219, train_steps: 8760 +2026-05-15 09:04:01.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 09:04:02.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.181 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:05:08.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:08.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 09:07:38.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.473 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:19:30.801 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 220, train_steps: 8800 +2026-05-15 09:20:31.534 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 09:20:37.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:37.681 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:21:43.914 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:21:43.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 09:24:15.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:26:31.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:36:11.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 221, train_steps: 8840 +2026-05-15 09:36:13.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 09:36:13.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:37:22.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:22.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:39:52.929 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 09:39:53.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:42:07.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 09:51:51.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 222, train_steps: 8880 +2026-05-15 09:51:52.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 09:51:52.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.667 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:52:58.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:52:58.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 09:55:26.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.313 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:07:15.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 223, train_steps: 8920 +2026-05-15 10:07:16.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 10:07:16.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:08:22.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:22.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:10:56.294 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 10:10:56.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:22:48.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 224, train_steps: 8960 +2026-05-15 10:22:49.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 10:22:49.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:23:55.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:23:55.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 10:26:26.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:38:17.776 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 225, train_steps: 9000 +2026-05-15 10:38:19.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 10:38:19.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:39:25.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:25.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:41:53.243 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 10:41:53.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.47s (2.21min) +2026-05-15 10:44:08.342 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 10:53:41.533 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 226, train_steps: 9040 +2026-05-15 10:53:42.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 10:53:42.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:54:48.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:54:48.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 10:57:15.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:09:04.956 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 227, train_steps: 9080 +2026-05-15 11:09:06.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 11:09:06.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:10:16.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:16.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:12:43.171 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 11:12:43.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.297 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.598 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:24:33.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 228, train_steps: 9120 +2026-05-15 11:24:34.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 11:24:35.089 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:25:42.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:25:42.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 11:28:18.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.628 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.823 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:40:13.597 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 229, train_steps: 9160 +2026-05-15 11:40:15.000 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 11:40:15.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.274 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:41:22.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:22.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 11:43:54.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 11:46:12.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 11:55:54.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 230, train_steps: 9200 +2026-05-15 11:56:51.985 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 11:56:58.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 11:58:05.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:05.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:00:36.234 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 12:00:36.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.251 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:12:26.246 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 231, train_steps: 9240 +2026-05-15 12:12:27.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 12:12:27.467 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:13:35.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:35.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 12:16:03.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:27:51.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 232, train_steps: 9280 +2026-05-15 12:27:52.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 12:27:52.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:29:01.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:01.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:31:37.405 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 12:31:37.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.101 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:43:26.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 233, train_steps: 9320 +2026-05-15 12:43:27.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 12:43:28.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:44:33.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:33.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 12:47:04.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 12:47:04.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.770 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 12:58:55.517 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 234, train_steps: 9360 +2026-05-15 12:58:56.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 12:58:57.242 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.446 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:00:03.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:03.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 13:02:36.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:04:46.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.693 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:14:26.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 235, train_steps: 9400 +2026-05-15 13:14:27.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 13:14:27.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:15:34.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:15:34.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 13:18:08.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:29:59.299 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 236, train_steps: 9440 +2026-05-15 13:30:00.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 13:30:00.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:00.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:31:11.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:11.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 13:33:44.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.405 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 13:45:38.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 237, train_steps: 9480 +2026-05-15 13:45:40.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 13:45:40.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:46:49.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:46:49.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 13:49:16.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 13:49:17.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:01:13.341 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 238, train_steps: 9520 +2026-05-15 14:01:14.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 14:01:15.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:02:23.296 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:23.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 14:05:02.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.170 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:16:52.544 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 239, train_steps: 9560 +2026-05-15 14:16:53.980 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 14:16:54.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:18:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:01.920 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 14:20:36.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:32:23.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 240, train_steps: 9600 +2026-05-15 14:33:18.846 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 14:33:25.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:34:35.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:34:35.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 14:37:04.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 14:48:48.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 241, train_steps: 9640 +2026-05-15 14:48:49.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 14:48:49.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:49:56.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:49:56.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 14:52:36.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.725 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:04:28.263 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 242, train_steps: 9680 +2026-05-15 15:04:29.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 15:04:29.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.907 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:05:36.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:05:36.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 15:08:07.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.779 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:19:57.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 243, train_steps: 9720 +2026-05-15 15:19:58.716 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 15:19:58.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:58.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:21:05.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:05.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 15:23:45.602 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:35:40.424 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 244, train_steps: 9760 +2026-05-15 15:35:41.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 15:35:41.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:36:49.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:36:49.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 15:39:24.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.279 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.833 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 15:51:11.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 245, train_steps: 9800 +2026-05-15 15:51:13.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 15:51:13.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:52:21.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:21.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 15:54:59.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 15:57:15.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.381 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:06:51.205 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 246, train_steps: 9840 +2026-05-15 16:06:52.591 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 16:06:52.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:53.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:07:59.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:07:59.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 16:10:38.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:12:49.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.230 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:22:33.819 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 247, train_steps: 9880 +2026-05-15 16:22:34.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 16:22:35.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:23:41.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:23:41.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:26:13.833 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 16:26:14.454 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:28:26.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.684 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:38:08.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 248, train_steps: 9920 +2026-05-15 16:38:09.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 16:38:10.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:39:16.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:16.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 16:41:54.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.403 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 16:53:42.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 249, train_steps: 9960 +2026-05-15 16:53:43.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 16:53:43.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:54:50.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:54:50.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 16:57:28.905 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 16:57:29.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 16:59:42.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:09:18.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 250, train_steps: 10000 +2026-05-15 17:10:23.018 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 17:10:34.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:34.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:11:44.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:11:44.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 17:14:15.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.063 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:26:00.922 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 251, train_steps: 10040 +2026-05-15 17:26:01.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 17:26:02.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:27:10.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:10.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:29:40.003 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 17:29:40.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.009 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.152 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:41:31.558 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 252, train_steps: 10080 +2026-05-15 17:41:32.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 17:41:33.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:42:40.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:42:40.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:45:13.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 17:45:14.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 17:56:59.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 253, train_steps: 10120 +2026-05-15 17:57:00.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 17:57:00.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:01.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 17:58:08.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:08.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 18:00:42.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.402 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:12:35.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 254, train_steps: 10160 +2026-05-15 18:12:36.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 18:12:37.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.292 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:13:46.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:13:46.636 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:16:24.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 18:16:25.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.539 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.551 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:28:23.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 255, train_steps: 10200 +2026-05-15 18:28:25.015 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 18:28:25.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:29:33.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:29:33.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 18:32:02.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.102 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:43:56.877 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 256, train_steps: 10240 +2026-05-15 18:43:58.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 18:43:58.547 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:45:04.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:04.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 18:47:36.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.696 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 18:59:30.167 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 257, train_steps: 10280 +2026-05-15 18:59:31.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 18:59:31.764 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:00:40.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:00:40.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 19:03:11.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.902 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.054 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:15:06.245 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 258, train_steps: 10320 +2026-05-15 19:15:07.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 19:15:07.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:07.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:16:15.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:15.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 19:18:49.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.252 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:30:45.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 259, train_steps: 10360 +2026-05-15 19:30:46.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 19:30:46.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:31:54.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:31:54.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 19:34:30.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.013 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 19:46:29.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 260, train_steps: 10400 +2026-05-15 19:47:26.986 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 19:47:37.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:48:47.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:48:47.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 19:51:17.429 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.447 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.675 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:03:07.290 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 261, train_steps: 10440 +2026-05-15 20:03:08.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 20:03:08.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:09.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:04:18.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:18.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 20:06:54.941 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:18:45.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 262, train_steps: 10480 +2026-05-15 20:18:46.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 20:18:46.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:19:53.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:19:53.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 20:22:27.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:24:40.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.449 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:34:16.670 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 263, train_steps: 10520 +2026-05-15 20:34:18.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 20:34:18.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:35:24.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:35:24.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 20:37:58.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:40:15.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.461 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.515 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 20:49:52.211 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 264, train_steps: 10560 +2026-05-15 20:49:53.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 20:49:53.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:51:03.460 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:03.484 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 20:53:35.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 20:55:45.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:05:30.237 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 265, train_steps: 10600 +2026-05-15 21:05:31.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 21:05:31.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:06:42.553 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:06:42.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 21:09:13.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.132 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.657 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:21:02.329 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 266, train_steps: 10640 +2026-05-15 21:21:03.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 21:21:03.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:22:13.157 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:13.159 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 21:24:45.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:36:41.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 267, train_steps: 10680 +2026-05-15 21:36:42.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 21:36:42.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:37:49.742 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:37:49.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 21:40:25.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:42:39.789 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 21:52:17.605 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 268, train_steps: 10720 +2026-05-15 21:52:19.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 21:52:19.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:53:26.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:53:26.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 21:55:56.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 21:58:09.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.200 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.130 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:07:51.846 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 269, train_steps: 10760 +2026-05-15 22:07:53.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 22:07:53.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:09:02.028 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:02.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 22:11:35.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.145 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:23:29.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 270, train_steps: 10800 +2026-05-15 22:24:26.203 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 22:24:33.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:25:42.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:25:42.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 22:28:12.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.357 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.498 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:39:59.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 271, train_steps: 10840 +2026-05-15 22:40:00.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 22:40:01.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:41:09.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:09.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 22:43:39.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.939 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 22:55:33.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 272, train_steps: 10880 +2026-05-15 22:55:34.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 22:55:34.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:56:41.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:56:41.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 22:59:10.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:11:01.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 273, train_steps: 10920 +2026-05-15 23:11:03.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 23:11:03.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:12:11.998 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:12.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:14:42.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 23:14:42.954 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.335 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.434 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:26:27.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 274, train_steps: 10960 +2026-05-15 23:26:29.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 23:26:29.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.477 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:27:38.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:27:38.092 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:30:10.775 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 23:30:11.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.255 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:42:00.321 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 275, train_steps: 11000 +2026-05-15 23:42:01.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 23:42:01.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:43:09.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:09.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-15 23:45:40.992 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.827 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.094 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-15 23:57:33.681 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 276, train_steps: 11040 +2026-05-15 23:57:35.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-15 23:57:35.561 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-15 23:58:43.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:58:43.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 00:01:13.955 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:03:27.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.958 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:13:10.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 277, train_steps: 11080 +2026-05-16 00:13:11.603 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 00:13:11.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:14:19.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:14:19.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 00:16:56.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.353 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.384 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:28:48.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 278, train_steps: 11120 +2026-05-16 00:28:50.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 00:28:50.333 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:29:59.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:29:59.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 00:32:36.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:44:27.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 279, train_steps: 11160 +2026-05-16 00:44:29.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 00:44:29.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:45:34.579 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:45:34.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 00:48:03.188 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.097 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 00:59:35.759 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 280, train_steps: 11200 +2026-05-16 01:00:33.207 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 01:00:39.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:01:46.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:01:46.919 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:04:13.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 01:04:13.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:06:22.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.838 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.660 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:15:48.406 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 281, train_steps: 11240 +2026-05-16 01:15:49.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 01:15:49.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:16:54.903 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:16:54.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 01:19:19.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:21:26.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.900 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:30:50.392 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 282, train_steps: 11280 +2026-05-16 01:30:51.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 01:30:51.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:31:57.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:31:57.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 01:34:23.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:36:34.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.710 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 01:45:57.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 283, train_steps: 11320 +2026-05-16 01:45:58.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 01:45:58.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:59.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:47:03.017 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:03.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 01:49:27.754 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 01:49:28.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 01:51:38.048 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.525 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:01:01.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 284, train_steps: 11360 +2026-05-16 02:01:02.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 02:01:02.466 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:02:09.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:09.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 02:04:37.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.057 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:16:15.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 285, train_steps: 11400 +2026-05-16 02:16:16.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 02:16:17.043 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:17:23.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:17:23.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 02:19:52.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.914 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:31:30.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 286, train_steps: 11440 +2026-05-16 02:31:31.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 02:31:31.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:32:36.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:32:36.968 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:35:05.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 02:35:06.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:37:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.715 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 02:46:40.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 287, train_steps: 11480 +2026-05-16 02:46:41.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 02:46:41.417 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:47:48.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:47:48.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 02:50:19.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 02:52:26.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:01:52.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 288, train_steps: 11520 +2026-05-16 03:01:53.150 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 03:01:53.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:02:59.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:02:59.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 03:05:30.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:07:40.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:17:08.067 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 289, train_steps: 11560 +2026-05-16 03:17:09.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 03:17:09.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:18:16.331 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:16.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 03:20:41.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.107 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:32:18.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 290, train_steps: 11600 +2026-05-16 03:33:18.276 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 03:33:27.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:34:37.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:34:37.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:37:07.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 03:37:08.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:39:16.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 03:48:42.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 291, train_steps: 11640 +2026-05-16 03:48:43.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 03:48:43.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.867 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:49:51.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:49:51.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 03:52:19.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 03:52:20.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 03:54:27.576 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.328 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:03:51.159 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 292, train_steps: 11680 +2026-05-16 04:03:52.177 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 04:03:52.358 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:04:59.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:04:59.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 04:07:23.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.840 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:19:02.621 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 293, train_steps: 11720 +2026-05-16 04:19:03.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 04:19:03.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:04.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:20:10.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:10.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:22:37.459 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 04:22:38.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.271 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.212 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:34:17.136 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 294, train_steps: 11760 +2026-05-16 04:34:18.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 04:34:18.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:35:25.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:35:25.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 04:37:55.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:40:05.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.983 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 04:49:29.706 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 295, train_steps: 11800 +2026-05-16 04:49:31.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 04:49:31.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:50:37.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:50:37.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 04:52:59.162 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 04:55:09.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:04:31.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 296, train_steps: 11840 +2026-05-16 05:04:32.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 05:04:32.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:05:36.539 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:05:36.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 05:07:52.799 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:10:00.373 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-16 05:10:01.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:19:15.809 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 297, train_steps: 11880 +2026-05-16 05:19:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 05:19:17.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.426 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:20:20.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:20.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 05:22:45.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.718 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.898 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:34:04.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 298, train_steps: 11920 +2026-05-16 05:34:05.212 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 05:34:05.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:35:09.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:09.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:37:18.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 05:37:18.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.614 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 05:48:27.440 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 299, train_steps: 11960 +2026-05-16 05:48:28.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 05:48:28.351 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:49:31.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:49:31.178 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 05:51:38.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 05:53:38.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.886 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +2026-05-16 06:02:36.639 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 9, sp_rank 0: update step: 300, train_steps: 12000 +2026-05-16 09:32:56.036 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 9, dp_rank 4: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=2, rank_in_group=0 +2026-05-16 09:33:01.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:34:02.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 9 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 9 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 9: Using local metric names without global sync: ['avg'] +2026-05-16 09:36:00.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 9: Pre-computing Reference Model statistics (Batch-wise)... +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 9: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 9, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_sample_metric_summary/metric_notes.txt b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_sample_metric_summary/metric_notes.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f3e5d8749642f3aad9c274b9849393bfa890811 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_sample_metric_summary/metric_notes.txt @@ -0,0 +1,12 @@ +Available from rl_samples: +- raw sample/question token-credit logprob reward +- reconstructed group-normalized video advantage diagnostics +- frame_importance / credit-assignment entropy, max weight, top-3 mass, effective frames + +Not recoverable from rl_samples alone: +- weighted PPO surrogate objective +- positive/negative advantage weighted logprob deltas +- new/old policy logprob ratio at train time + +Those require logging train-time tensors such as new_log_probs_q, old_log_probs_q, ratio_q, +or the already-computed token_credit_ratio_mean / token_credit_approx_kl from the train loop. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_sample_metric_summary/token_credit_rl_sample_metrics.csv b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_sample_metric_summary/token_credit_rl_sample_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..69e3c4cf1441d7b8f309855c5ba28d5e4fdda045 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_sample_metric_summary/token_credit_rl_sample_metrics.csv @@ -0,0 +1,176 @@ 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diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_009_seed_789_From a high vantage point the bustling street belo_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_009_seed_789_From a high vantage point the bustling street belo_config.json new file mode 100644 index 0000000000000000000000000000000000000000..a72671e70f23cc21b82a1a87fb98c4c9a3c61c95 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_009_seed_789_From a high vantage point the bustling street belo_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T20:27:05.873376", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_009_seed_789_From a high vantage point the bustling street belo.mp4", + "arguments": { + "prompt": "From a high vantage point, the bustling street below is alive with activity, as pedestrians in colorful attire navigate the wide, sunlit avenue. The bright lighting casts sharp shadows, highlighting the diversity of people, from a woman in a red coat carrying shopping bags to a man in a business suit briskly walking. The scene captures the essence of urban life, with a cyclist weaving through the crowd and a street performer playing a lively tune on a saxophone. The vibrant energy is palpable, as the golden sunlight bathes the scene, creating a dynamic interplay of light and movement.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_009_seed_789_From a high vantage point the bustling street belo.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_018_seed_789_A charming little girl wearing a bright yellow rai_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_018_seed_789_A charming little girl wearing a bright yellow rai_config.json new file mode 100644 index 0000000000000000000000000000000000000000..61cd973bf83b0d4836cfd46e67c7effe4f94bf2f --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_018_seed_789_A charming little girl wearing a bright yellow rai_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T20:44:47.551654", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_018_seed_789_A charming little girl wearing a bright yellow rai.mp4", + "arguments": { + "prompt": "A charming little girl, wearing a bright yellow raincoat and red boots, strolls down a quaint cobblestone street, holding a colorful umbrella. Beside her, a small, fluffy white dog trots happily, its leash held loosely in her hand. The street is lined with blooming flower boxes and quaint shops, their windows displaying vibrant trinkets. The sky is overcast, hinting at a recent rain, with puddles reflecting the girl's joyful steps. As they walk, the girl's laughter fills the air, and the dog occasionally stops to sniff the ground, creating a heartwarming scene of companionship and adventure.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_018_seed_789_A charming little girl wearing a bright yellow rai.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_022_seed_789_A close-up view reveals an elegantly set restauran_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_022_seed_789_A close-up view reveals an elegantly set restauran_config.json new file mode 100644 index 0000000000000000000000000000000000000000..2f98e156bbd3ba1993b107b8154d98330f73dc57 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_022_seed_789_A close-up view reveals an elegantly set restauran_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T20:52:41.861125", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_022_seed_789_A close-up view reveals an elegantly set restauran.mp4", + "arguments": { + "prompt": "A close-up view reveals an elegantly set restaurant table, adorned with an array of Western cuisine. The table features a perfectly cooked steak, glistening with a rich glaze, accompanied by a side of golden, crispy fries. Nearby, a fresh Caesar salad with vibrant green lettuce, crunchy croutons, and a sprinkle of Parmesan cheese adds a touch of color. A basket of warm, crusty bread sits beside a small dish of creamy butter. The scene is completed with a glass of deep red wine, its surface catching the ambient light, and a flickering candle casting a warm, inviting glow over the sumptuous feast.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_022_seed_789_A close-up view reveals an elegantly set restauran.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_048_seed_789_Amidst a nighttime deluge a solitary figure stride_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_048_seed_789_Amidst a nighttime deluge a solitary figure stride_config.json new file mode 100644 index 0000000000000000000000000000000000000000..06aee235827f9da1d3de88db94be6ac7025cf8cc --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_048_seed_789_Amidst a nighttime deluge a solitary figure stride_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T21:43:44.505758", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_048_seed_789_Amidst a nighttime deluge a solitary figure stride.mp4", + "arguments": { + "prompt": "Amidst a nighttime deluge, a solitary figure strides down a deserted street, their black trench coat drenched and clinging to their form, each step echoing in the rain-soaked silence. The camera captures the interplay between the coat's fabric and the relentless downpour, highlighting the glistening raindrops cascading off the material. Shifting focus, it reveals the character's wet hair plastered against their forehead, framing a face set with determination. The streetlights cast a dim glow, reflecting off puddles and creating a shimmering path. The scene conveys a sense of resilience and solitude, as the character moves with purpose through the storm.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_048_seed_789_Amidst a nighttime deluge a solitary figure stride.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_049_seed_789_In a serene softly lit room the camera remains fix_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_049_seed_789_In a serene softly lit room the camera remains fix_config.json new file mode 100644 index 0000000000000000000000000000000000000000..81c4229b6940094402f41c53189e7ebde00ef6f5 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_049_seed_789_In a serene softly lit room the camera remains fix_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T21:45:42.843920", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_049_seed_789_In a serene softly lit room the camera remains fix.mp4", + "arguments": { + "prompt": "In a serene, softly lit room, the camera remains fixed on a character's face, capturing the nuanced dance of emotions. Initially, their eyes sparkle with joy, lips curling into a genuine smile, radiating warmth and happiness. Suddenly, a shadow crosses their features; the smile fades, eyes glisten with unshed tears, and their brows furrow, reflecting deep sorrow. The transformation is swift yet profound, as if a cloud has passed over a sunlit landscape, leaving behind a poignant stillness. The background remains blurred, focusing solely on the character's expressive journey, highlighting the raw, human experience of fleeting emotions.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_049_seed_789_In a serene softly lit room the camera remains fix.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_050_seed_789_A character stands in a dimly lit room initially c_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_050_seed_789_A character stands in a dimly lit room initially c_config.json new file mode 100644 index 0000000000000000000000000000000000000000..24525b72527c8f39546ba17e178485eb760ae387 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_050_seed_789_A character stands in a dimly lit room initially c_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T21:47:41.236966", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_050_seed_789_A character stands in a dimly lit room initially c.mp4", + "arguments": { + "prompt": "A character stands in a dimly lit room, initially calm, when an unexpected sound startles them. Their eyes widen dramatically, and their mouth falls open in shock, capturing the essence of surprise. The camera swiftly zooms in, focusing on their expressive face, emphasizing the rapid shift from alarm to a more relaxed state. As the initial shock fades, their features soften, and a slight smile emerges, reflecting relief and understanding. The background remains blurred, ensuring the viewer's attention is solely on the character's vivid emotional journey, highlighted by the subtle play of light and shadow across their face.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_050_seed_789_A character stands in a dimly lit room initially c.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_054_seed_789_A charismatic public figure stands at a podium pas_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_054_seed_789_A charismatic public figure stands at a podium pas_config.json new file mode 100644 index 0000000000000000000000000000000000000000..0c1aff6678ef153444ba5a36b3891dff53f120cf --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_054_seed_789_A charismatic public figure stands at a podium pas_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T21:55:33.664201", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_054_seed_789_A charismatic public figure stands at a podium pas.mp4", + "arguments": { + "prompt": "A charismatic public figure stands at a podium, passionately delivering a speech that echoes through a grand hall, their voice resonating with conviction. The camera captures the speaker's intense expression, emphasizing their fervor. As the speech unfolds, the lens shifts to the audience, revealing a spectrum of reactions: some listeners nod in agreement, their faces lit with inspiration, while others frown, arms crossed, displaying skepticism. A young woman wipes away tears, moved by the words, while an older man shakes his head in disapproval. The camera pans across the room, highlighting the palpable tension and division among the crowd, underscoring the speech's profound impact.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_054_seed_789_A charismatic public figure stands at a podium pas.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_078_seed_789_A sprawling Martian cityscape unfolds under a crim_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_078_seed_789_A sprawling Martian cityscape unfolds under a crim_config.json new file mode 100644 index 0000000000000000000000000000000000000000..ef09cd1dcc6408053d06f8a6c9fe2b94e8b2fd3b --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_078_seed_789_A sprawling Martian cityscape unfolds under a crim_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T22:42:47.766994", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_078_seed_789_A sprawling Martian cityscape unfolds under a crim.mp4", + "arguments": { + "prompt": "A sprawling Martian cityscape unfolds under a crimson sky, where sleek flying cars zip through neon-lit avenues, casting vibrant reflections on the metallic surfaces below. The camera glides through this bustling metropolis, capturing the intricate dance of vehicles weaving between towering structures. As it zooms in, a colossal skyscraper emerges, its facade adorned with dynamic holographic advertisements that flicker and shift, showcasing interstellar products and services. The building's glassy exterior mirrors the kaleidoscope of colors from the streets, while digital billboards project futuristic imagery, creating a mesmerizing blend of technology and architecture in this otherworldly urban landscape.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_078_seed_789_A sprawling Martian cityscape unfolds under a crim.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_080_seed_789_A mesmerizing flame wisp glowing with ethereal lig_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_080_seed_789_A mesmerizing flame wisp glowing with ethereal lig_config.json new file mode 100644 index 0000000000000000000000000000000000000000..dfb45a3f433b1f4b52e716a8156c0b7822aeafba --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_080_seed_789_A mesmerizing flame wisp glowing with ethereal lig_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T22:46:44.609295", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_080_seed_789_A mesmerizing flame wisp glowing with ethereal lig.mp4", + "arguments": { + "prompt": "A mesmerizing flame wisp, glowing with ethereal light, darts through a bustling fantasy market under the starry night sky. The camera follows its swift, graceful movements, illuminating vibrant stalls brimming with exotic goods, colorful fabrics, and mystical artifacts. The market is alive with fantastical creatures and lively merchants, their animated conversations and laughter filling the air. Lanterns cast a warm, golden glow, enhancing the magical atmosphere. The flame wisp weaves through the crowd, its fiery trail reflecting off shimmering surfaces, creating a captivating dance of light and shadow in this enchanting, otherworldly marketplace.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_080_seed_789_A mesmerizing flame wisp glowing with ethereal lig.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_115_seed_789_A skilled diver clad in a sleek black wetsuit and_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_115_seed_789_A skilled diver clad in a sleek black wetsuit and_config.json new file mode 100644 index 0000000000000000000000000000000000000000..1e557d26a2abeadd1f1274f4df26e56413da38b0 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_115_seed_789_A skilled diver clad in a sleek black wetsuit and_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-13T23:55:38.394970", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_115_seed_789_A skilled diver clad in a sleek black wetsuit and.mp4", + "arguments": { + "prompt": "A skilled diver, clad in a sleek black wetsuit and equipped with a streamlined oxygen tank, gracefully navigates through a kaleidoscope of vibrant coral formations, each teeming with life. The camera captures the mesmerizing dance of sunlight filtering through the crystal-clear water, casting ethereal patterns on the ocean floor. Schools of iridescent fish dart playfully around the diver, their scales shimmering in hues of electric blue, fiery orange, and vivid yellow. Majestic sea turtles glide serenely by, while delicate sea anemones sway gently in the current. The scene is a breathtaking symphony of color and movement, showcasing the awe-inspiring diversity of the underwater world.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_115_seed_789_A skilled diver clad in a sleek black wetsuit and.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_118_seed_789_The camera glides through an enigmatic forest unde_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_118_seed_789_The camera glides through an enigmatic forest unde_config.json new file mode 100644 index 0000000000000000000000000000000000000000..45e22a11bb8629bf889d6746e2542dde8530eae7 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_118_seed_789_The camera glides through an enigmatic forest unde_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T00:01:31.798254", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_118_seed_789_The camera glides through an enigmatic forest unde.mp4", + "arguments": { + "prompt": "The camera glides through an enigmatic forest under a starry night sky, where towering trees emit a gentle luminescence, their leaves shimmering in the silvery moonlight. The air is alive with the soft hum of nocturnal creatures, and delicate fireflies weave intricate patterns, their tiny lights flickering like stars brought to earth. Shadows play across the forest floor, creating an ever-shifting tapestry of light and dark. The scene is serene yet otherworldly, as the camera captures the ethereal beauty of this hidden realm, where nature's magic is palpable and the night holds its breath in anticipation.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_118_seed_789_The camera glides through an enigmatic forest unde.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_124_seed_789_In the dimly lit corridors of an abandoned space s_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_124_seed_789_In the dimly lit corridors of an abandoned space s_config.json new file mode 100644 index 0000000000000000000000000000000000000000..d547eadec79df042a76b0de59f80323774ade324 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_124_seed_789_In the dimly lit corridors of an abandoned space s_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T00:13:19.853547", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_124_seed_789_In the dimly lit corridors of an abandoned space s.mp4", + "arguments": { + "prompt": "In the dimly lit corridors of an abandoned space station, an alien creature slithers with unsettling grace. Its elongated body, covered in a translucent, slimy membrane, reflects the sparse, flickering lights, creating an eerie glow. The camera captures the intricate details of its anatomy: segmented limbs, pulsating veins, and a pair of luminescent eyes that scan the surroundings with an otherworldly intelligence. As it moves, the sound of its slick skin against the metallic floor echoes through the empty halls, enhancing the chilling atmosphere. The station's walls, adorned with faded insignias and blinking control panels, stand as silent witnesses to the creature's haunting presence.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_124_seed_789_In the dimly lit corridors of an abandoned space s.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_135_seed_789_As dawn breaks over the bustling smart city the ca_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_135_seed_789_As dawn breaks over the bustling smart city the ca_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c2c63d69a1b211fc0caa9c14ddd91572f76dbc55 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_135_seed_789_As dawn breaks over the bustling smart city the ca_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T00:34:56.599564", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_135_seed_789_As dawn breaks over the bustling smart city the ca.mp4", + "arguments": { + "prompt": "As dawn breaks over the bustling smart city, the camera pans to a smart home where automated blinds rise, and a voice-activated assistant brews coffee. The scene transitions to an autonomous vehicle, smoothly navigating traffic, communicating with smart traffic lights to ensure a seamless commute. The camera shifts to a public park, where intelligent sensors monitor air quality and adjust irrigation systems for optimal plant health. Next, a drone delivers packages, coordinating with delivery hubs and smart lockers. The video highlights a connected hospital, where patient data is shared in real-time, enhancing care. Finally, the city skyline glows with energy-efficient lighting, adapting to natural light levels, showcasing a harmonious blend of technology and urban life.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_135_seed_789_As dawn breaks over the bustling smart city the ca.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_142_seed_789_An expansive aerial view reveals a mesmerizing swa_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_142_seed_789_An expansive aerial view reveals a mesmerizing swa_config.json new file mode 100644 index 0000000000000000000000000000000000000000..81af41567236470fecf78506ef80d6504b754c31 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_142_seed_789_An expansive aerial view reveals a mesmerizing swa_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T00:48:44.254454", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_142_seed_789_An expansive aerial view reveals a mesmerizing swa.mp4", + "arguments": { + "prompt": "An expansive aerial view reveals a mesmerizing swarm of drones, their sleek metallic bodies glinting under the sun, as they glide gracefully through the sky, mimicking a flock of birds. The camera captures their synchronized movements, showcasing the intricate choreography of their flight patterns. Each drone, with its streamlined design and whirring propellers, moves in perfect harmony with the others, creating a dynamic dance in the air. The scene highlights the interplay between natural instincts and artificial intelligence, as the drones navigate seamlessly through the open sky, casting fleeting shadows on the landscape below. The backdrop of a vast, clear blue sky enhances the spectacle, emphasizing the blend of technology and nature in this captivating aerial ballet.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_142_seed_789_An expansive aerial view reveals a mesmerizing swa.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_143_seed_789_In a futuristic setting a sleek metallic robot dog_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_143_seed_789_In a futuristic setting a sleek metallic robot dog_config.json new file mode 100644 index 0000000000000000000000000000000000000000..29bf8e831c01d0c9514f0d1309ffe1657e1acd2e --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_143_seed_789_In a futuristic setting a sleek metallic robot dog_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T00:50:42.975162", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_143_seed_789_In a futuristic setting a sleek metallic robot dog.mp4", + "arguments": { + "prompt": "In a futuristic setting, a sleek, metallic robot dog navigates a labyrinthine maze, its sensors glowing with a soft blue light as they meticulously scan the intricate environment. The camera follows its agile movements, capturing the precision of its articulated limbs and the seamless integration of cutting-edge technology within its design. As it maneuvers through narrow passages and sharp turns, the maze's towering walls and complex pathways present formidable challenges. The robot dog pauses momentarily, its sensors analyzing the surroundings before swiftly continuing its journey, showcasing the remarkable synergy between artificial intelligence and mechanical prowess.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_143_seed_789_In a futuristic setting a sleek metallic robot dog.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_152_seed_789_A fluffy tabby cat with striking green eyes is see_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_152_seed_789_A fluffy tabby cat with striking green eyes is see_config.json new file mode 100644 index 0000000000000000000000000000000000000000..d7708184f0760501d4a65d356ff6c5b82a8de369 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_152_seed_789_A fluffy tabby cat with striking green eyes is see_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T01:08:24.000886", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_152_seed_789_A fluffy tabby cat with striking green eyes is see.mp4", + "arguments": { + "prompt": "A fluffy tabby cat with striking green eyes is seen in close-up, its paws rhythmically kneading a soft, knitted blanket, creating a soothing, repetitive motion. The camera captures the cat's serene expression, eyes half-closed in contentment, as it prepares to settle. The scene shifts to the cat curling up on its owner's lap, the gentle rise and fall of its breathing visible. The owner's hand gently strokes the cat's back, enhancing the warm, intimate interaction. The soft lighting casts a cozy glow, highlighting the bond between the pet and owner, as the cat purrs softly, embodying pure relaxation and trust.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_152_seed_789_A fluffy tabby cat with striking green eyes is see.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_172_seed_789_An aerial view captures a majestic flock of geese_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_172_seed_789_An aerial view captures a majestic flock of geese_config.json new file mode 100644 index 0000000000000000000000000000000000000000..a26294b0b7925efa61bdd3afb41c4015f024845e --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_172_seed_789_An aerial view captures a majestic flock of geese_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T01:47:49.818408", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_172_seed_789_An aerial view captures a majestic flock of geese.mp4", + "arguments": { + "prompt": "An aerial view captures a majestic flock of geese soaring in a flawless V-formation against a backdrop of a brilliant blue sky. The camera gracefully follows their precise alignment, showcasing the synchronized rhythm of their wings flapping in unison. As they glide effortlessly, the aerodynamic efficiency of their flight pattern becomes evident, with each bird perfectly positioned to minimize air resistance. The sunlight glistens off their feathers, creating a mesmerizing spectacle of nature's harmony. The scene conveys a sense of unity and purpose, as the geese navigate the vast expanse of the sky with unwavering determination and grace.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_172_seed_789_An aerial view captures a majestic flock of geese.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_189_seed_789_A shadowy cloaked figure glides through an eerie f_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_189_seed_789_A shadowy cloaked figure glides through an eerie f_config.json new file mode 100644 index 0000000000000000000000000000000000000000..ac85dc0501efe11450d41720bdc62028cc4723da --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_189_seed_789_A shadowy cloaked figure glides through an eerie f_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T02:21:15.699735", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_189_seed_789_A shadowy cloaked figure glides through an eerie f.mp4", + "arguments": { + "prompt": "A shadowy, cloaked figure glides through an eerie forest, where ancient trees whisper secrets and their gnarled branches glow with watchful eyes. The camera trails the figure, capturing the fluid motion of their cloak and the occasional close-up of a hand, fingers tracing arcane symbols in the air, casting protective spells. The animation is hauntingly atmospheric, with a palette of deep, muted colors and flickering shadows that dance across the forest floor, enhancing the sense of lurking danger and supernatural presence. The air is thick with tension, as the figure navigates this otherworldly realm, each step echoing with the forest's ghostly murmurs.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_189_seed_789_A shadowy cloaked figure glides through an eerie f.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_194_seed_789_In a vibrant bustling cityscape a tall lanky figur_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_194_seed_789_In a vibrant bustling cityscape a tall lanky figur_config.json new file mode 100644 index 0000000000000000000000000000000000000000..5181f22af139fdbee26ac743cabd801f68740b43 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_194_seed_789_In a vibrant bustling cityscape a tall lanky figur_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T02:31:06.060112", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_194_seed_789_In a vibrant bustling cityscape a tall lanky figur.mp4", + "arguments": { + "prompt": "In a vibrant, bustling cityscape, a tall, lanky figure in a striped shirt and a short, round companion in a polka-dot dress embark on a series of whimsical misadventures. The camera captures their contrasting physiques as they navigate crowded streets, with the tall character frequently ducking under low-hanging signs and the short character disappearing amidst bustling pedestrians. Their journey is filled with slapstick humor, as exaggerated expressions and comedic timing highlight their antics. The tall character's clumsy attempts to avoid obstacles and the short character's struggles to keep up create a dynamic, humorous narrative, set against the backdrop of a lively urban environment.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_194_seed_789_In a vibrant bustling cityscape a tall lanky figur.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_215_seed_789_In a bustling city street a magnificent Chinese Dr_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_215_seed_789_In a bustling city street a magnificent Chinese Dr_config.json new file mode 100644 index 0000000000000000000000000000000000000000..44a93dbff8ec61e1659a18128e73ebc243da2039 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_215_seed_789_In a bustling city street a magnificent Chinese Dr_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T03:12:18.962835", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_215_seed_789_In a bustling city street a magnificent Chinese Dr.mp4", + "arguments": { + "prompt": "In a bustling city street, a magnificent Chinese Dragon, adorned in vibrant red, gold, and green silk, gracefully dances through a lively crowd celebrating the Lunar New Year. The dragon's intricate scales shimmer under the glow of lanterns, its movements synchronized with rhythmic drumbeats. As it weaves through the throng, children and adults alike cheer, their faces illuminated by the warm light. The camera pans upward, revealing a cascade of fireworks painting the night sky in brilliant hues, their resounding booms mingling with the crowd's jubilant shouts. The scene encapsulates the essence of renewal, prosperity, and communal joy, embodying the hopeful spirit of the New Year.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_215_seed_789_In a bustling city street a magnificent Chinese Dr.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_220_seed_789_The scene opens with a vibrant graffiti-covered wa_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_220_seed_789_The scene opens with a vibrant graffiti-covered wa_config.json new file mode 100644 index 0000000000000000000000000000000000000000..92ececfa40cbf7f0a75b560caca55a733d430855 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_220_seed_789_The scene opens with a vibrant graffiti-covered wa_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T03:22:08.641545", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_220_seed_789_The scene opens with a vibrant graffiti-covered wa.mp4", + "arguments": { + "prompt": "The scene opens with a vibrant, graffiti-covered wall, bursting with an array of colors and abstract designs. Suddenly, a stream of glossy black paint cascades down from above, its movement fluid and mesmerizing. As it flows, the paint begins to form the bold, capital letters \"TME\" in the center of the screen. The texture of the paint is rich and detailed, capturing the light in a way that highlights its glossy surface. The cinematic lighting casts dramatic shadows, enhancing the depth and dimension of the scene. The paint continues to drip slowly, creating an artistic and dynamic visual effect against the colorful backdrop.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_220_seed_789_The scene opens with a vibrant graffiti-covered wa.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_229_seed_789_In a sleek modern kitchen bathed in bright natural_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_229_seed_789_In a sleek modern kitchen bathed in bright natural_config.json new file mode 100644 index 0000000000000000000000000000000000000000..ab39da2f956031b704252ec1079a69a596578f76 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_229_seed_789_In a sleek modern kitchen bathed in bright natural_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T03:39:49.279482", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_229_seed_789_In a sleek modern kitchen bathed in bright natural.mp4", + "arguments": { + "prompt": "In a sleek, modern kitchen bathed in bright natural light, a woman with long, flowing blonde hair stands at the sink. She wears a vibrant green blouse that complements the kitchen's contemporary design. The camera remains still, capturing her graceful movements as she reaches forward, her fingers delicately turning the faucet handle. Instantly, a steady stream of crystal-clear water cascades from the faucet, catching the light and creating a mesmerizing sparkle. The kitchen's minimalist decor, with its polished countertops and stainless steel appliances, serves as a serene backdrop to this simple yet captivating moment.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_229_seed_789_In a sleek modern kitchen bathed in bright natural.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_239_seed_789_A powerful baseball player clad in a striking red_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_239_seed_789_A powerful baseball player clad in a striking red_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c4c77ab14e77d5cf44a26a03db6cda9b1787e960 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_239_seed_789_A powerful baseball player clad in a striking red_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T03:59:30.558943", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_239_seed_789_A powerful baseball player clad in a striking red.mp4", + "arguments": { + "prompt": "A powerful baseball player, clad in a striking red and white uniform, stands poised in the batter's box, his black bat slicing through the air as he makes contact with the ball. The number 6 and \"Howard\" emblazoned on his back catch the eye, as the scene unfolds on a vibrant baseball field, where lush green grass meets the rich brown dirt. The ball rockets off the bat, soaring through the sky, tracing a graceful arc. The player, Howard, follows through with precision, his body twisting with the swing's momentum. As he begins his sprint towards first base, the fielders spring into action, their eyes tracking the ball's trajectory, ready to respond with agility and skill.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_239_seed_789_A powerful baseball player clad in a striking red.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_241_seed_789_In a dimly lit intimate room two individuals stand_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_241_seed_789_In a dimly lit intimate room two individuals stand_config.json new file mode 100644 index 0000000000000000000000000000000000000000..1f211b69cc544fbfd997161f0eb115538515bd40 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_241_seed_789_In a dimly lit intimate room two individuals stand_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T04:03:26.630353", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_241_seed_789_In a dimly lit intimate room two individuals stand.mp4", + "arguments": { + "prompt": "In a dimly lit, intimate room, two individuals stand close, their expressions a mix of curiosity and tension. The camera captures their subtle gestures: a gentle touch on the arm, a shared glance, and the soft rustle of clothing. The space is small, with walls adorned in muted tones, enhancing the closeness of their interaction. As they converse, their body language speaks volumes, with slight shifts and movements conveying unspoken emotions. The focus remains on their hands, which occasionally meet, creating a palpable connection. The atmosphere is charged with anticipation, as the camera lingers on their nuanced, silent communication.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_241_seed_789_In a dimly lit intimate room two individuals stand.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_253_seed_789_Three friends dressed in cozy pajamas lounge comfo_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_253_seed_789_Three friends dressed in cozy pajamas lounge comfo_config.json new file mode 100644 index 0000000000000000000000000000000000000000..48dd23294b2c513b5a4fda227ca5145ce030aa01 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_253_seed_789_Three friends dressed in cozy pajamas lounge comfo_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T04:27:04.490293", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_253_seed_789_Three friends dressed in cozy pajamas lounge comfo.mp4", + "arguments": { + "prompt": "Three friends, dressed in cozy pajamas, lounge comfortably on a large, inviting bed adorned with soft, pastel-colored sheets and fluffy pillows. The room is softly lit, creating a warm and intimate atmosphere. One person, with curly hair, sits cross-legged, holding a steaming mug, while another, with short hair, leans back against the headboard, laughing heartily. The third, with long hair, lies on their stomach, flipping through a magazine, occasionally glancing up to join in the conversation. The scene exudes a sense of camaraderie and relaxation, with the gentle hum of a ceiling fan and the faint scent of lavender in the air.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_253_seed_789_Three friends dressed in cozy pajamas lounge comfo.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_263_seed_789_In a vibrant classic 2D slapstick cartoon style re_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_263_seed_789_In a vibrant classic 2D slapstick cartoon style re_config.json new file mode 100644 index 0000000000000000000000000000000000000000..209eea3b0e0e3c9e5248320f09c43ebf8d53926a --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_263_seed_789_In a vibrant classic 2D slapstick cartoon style re_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T04:46:42.671731", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_263_seed_789_In a vibrant classic 2D slapstick cartoon style re.mp4", + "arguments": { + "prompt": "In a vibrant, classic 2D slapstick cartoon style, reminiscent of Looney Tunes, a clever rabbit, with a cheeky grin, orchestrates a series of elaborate traps for a clumsy hunter. The animation is fast-paced, bursting with exaggerated physical comedy, wild facial expressions, and over-the-top reactions. The scene opens with the rabbit, twitching its whiskers mischievously, as it sets up a comically oversized contraption. The camera zooms in on the rabbit's devious grin as it pulls a lever, triggering a chaotic chain reaction. Springs, anvils, and banana peels fly, culminating in a hilarious twist where the hunter, wide-eyed and bewildered, ends up tangled in his own net, while the rabbit hops away triumphantly, leaving a trail of laughter in its wake.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_263_seed_789_In a vibrant classic 2D slapstick cartoon style re.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_266_seed_789_In a bustling city street a majestic Chinese Drago_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_266_seed_789_In a bustling city street a majestic Chinese Drago_config.json new file mode 100644 index 0000000000000000000000000000000000000000..dd07a735dbd7569f553cb2a347b5e9dc65921ef8 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_266_seed_789_In a bustling city street a majestic Chinese Drago_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T04:52:38.500124", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_266_seed_789_In a bustling city street a majestic Chinese Drago.mp4", + "arguments": { + "prompt": "In a bustling city street, a majestic Chinese Dragon, adorned in vibrant red, gold, and green silk, gracefully dances through a lively crowd celebrating the Lunar New Year. The dragon's intricate scales shimmer under the glow of lanterns, symbolizing prosperity and strength. As it weaves and undulates, the rhythmic beat of drums and cymbals fills the air, enhancing the festive atmosphere. The camera pans upward, revealing a cascade of fireworks painting the night sky in brilliant hues, their resounding booms mingling with the jubilant cheers of onlookers. The scene captures the essence of renewal, unity, and hope, embodying the joyous spirit of the New Year celebration.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_266_seed_789_In a bustling city street a majestic Chinese Drago.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_280_seed_789_A solitary figure sits on the edge of a dimly lit_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_280_seed_789_A solitary figure sits on the edge of a dimly lit_config.json new file mode 100644 index 0000000000000000000000000000000000000000..3f53540f92f5179189cad13d0c47c8e320bfaa14 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_280_seed_789_A solitary figure sits on the edge of a dimly lit_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T05:20:08.879428", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_280_seed_789_A solitary figure sits on the edge of a dimly lit.mp4", + "arguments": { + "prompt": "A solitary figure sits on the edge of a dimly lit bed, their silhouette framed by the soft glow of a distant streetlamp filtering through the window blinds, casting long shadows across the room. The scene shifts to a close-up of their hands, nervously fidgeting with a worn-out bracelet, symbolizing inner turmoil. In another moment, they stand before a mirror, their reflection distorted, whispering inaudible words that convey self-doubt and negativity. The room, cluttered with scattered papers and unwashed dishes, emphasizes the chaos within. Finally, they curl up on a couch, wrapped in a blanket, staring blankly at a muted television, embodying the profound sense of isolation and despair.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_280_seed_789_A solitary figure sits on the edge of a dimly lit.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_283_seed_789_In a dimly lit room a shadowy figure sits before a_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_283_seed_789_In a dimly lit room a shadowy figure sits before a_config.json new file mode 100644 index 0000000000000000000000000000000000000000..482d7727d31459d9e29d9b9c532ef084f676bd8d --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_283_seed_789_In a dimly lit room a shadowy figure sits before a_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T05:26:02.145557", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_283_seed_789_In a dimly lit room a shadowy figure sits before a.mp4", + "arguments": { + "prompt": "In a dimly lit room, a shadowy figure sits before a glowing computer screen, fingers flying over the keyboard, surrounded by an array of high-tech gadgets. The camera zooms in, revealing lines of code cascading down the monitor, reflecting in the hacker's focused eyes. As the screen flickers, personal data unfolds: emails, photos, and financial records, each file opening with a soft click. The hacker's face remains obscured, only the silhouette visible, as the camera pans over the digital heist. The room is filled with the soft hum of electronics, and the atmosphere is tense, underscored by the quiet urgency of the unauthorized access.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_283_seed_789_In a dimly lit room a shadowy figure sits before a.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_292_seed_789_A focused athlete with a ponytail stands poised on_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_292_seed_789_A focused athlete with a ponytail stands poised on_config.json new file mode 100644 index 0000000000000000000000000000000000000000..7c425f3aa7f164ba262511caef83e7f796ff482a --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_292_seed_789_A focused athlete with a ponytail stands poised on_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T05:43:43.609101", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_292_seed_789_A focused athlete with a ponytail stands poised on.mp4", + "arguments": { + "prompt": "A focused athlete with a ponytail stands poised on a pristine professional tennis court, gripping a sleek, modern tennis racket with both hands. The bright overhead lighting casts a sharp, clear illumination across the court, highlighting the vibrant green and blue surfaces. As she swings the racket with precision and power, her athletic form is accentuated by her fitted sports attire, which includes a moisture-wicking tank top and matching shorts. The camera captures the intensity in her eyes and the fluidity of her movement, emphasizing her dedication and skill in the sport. The background features neatly arranged seating and a digital scoreboard, completing the professional atmosphere.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_292_seed_789_A focused athlete with a ponytail stands poised on.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_304_seed_789_A man with short black hair wearing a gray hoodie_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_304_seed_789_A man with short black hair wearing a gray hoodie_config.json new file mode 100644 index 0000000000000000000000000000000000000000..77c03ef0a6cd4d93f6b5a94b8c9988cbbec55e06 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_304_seed_789_A man with short black hair wearing a gray hoodie_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T06:07:18.413527", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_304_seed_789_A man with short black hair wearing a gray hoodie.mp4", + "arguments": { + "prompt": "A man with short black hair, wearing a gray hoodie and dark jeans, strides purposefully through a bustling airport terminal, pulling a sleek black suitcase with wheels. The terminal's bright overhead lighting casts a warm glow on the polished floors, reflecting the vibrant energy of travelers around him. Behind him, large glass windows reveal a glimpse of airplanes taxiing on the runway, while digital screens display flight information. The man’s focused expression suggests anticipation, as he navigates past rows of modern seating and travelers engrossed in their own journeys, capturing the essence of travel and movement.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_304_seed_789_A man with short black hair wearing a gray hoodie.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_305_seed_789_In a sunlit dining room where warm natural light s_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_305_seed_789_In a sunlit dining room where warm natural light s_config.json new file mode 100644 index 0000000000000000000000000000000000000000..d5f2cd869f6f93265124ab815bda29d559410a52 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_305_seed_789_In a sunlit dining room where warm natural light s_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T06:09:16.162640", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_305_seed_789_In a sunlit dining room where warm natural light s.mp4", + "arguments": { + "prompt": "In a sunlit dining room, where warm natural light streams through large windows, a man with short brown hair, wearing a blue checkered shirt, focuses intently as he grips a sturdy wooden table with both hands. The camera remains still, capturing his deliberate movements as he carefully adjusts the table's position on the polished wooden floor. The room's ambiance is inviting, with elegant dining chairs neatly arranged around the table, and a vase of fresh flowers adding a touch of color. The scene conveys a sense of calm and purpose, as the man methodically ensures the table is perfectly aligned within the bright, airy space.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_305_seed_789_In a sunlit dining room where warm natural light s.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_309_seed_789_A young boy with short brown hair enters a sunlit_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_309_seed_789_A young boy with short brown hair enters a sunlit_config.json new file mode 100644 index 0000000000000000000000000000000000000000..32c81e14d632617097fe20dd225acb0f40734b61 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_309_seed_789_A young boy with short brown hair enters a sunlit_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T06:17:09.832208", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_309_seed_789_A young boy with short brown hair enters a sunlit.mp4", + "arguments": { + "prompt": "A young boy with short brown hair enters a sunlit classroom, wearing a vibrant blue t-shirt and a backpack slung over his shoulders. The room is filled with rows of wooden desks and chairs, bathed in bright natural light streaming through large windows. Educational posters and a world map adorn the walls, adding color and context to the learning environment. As he walks confidently towards an empty desk, the soft rustle of his backpack and the gentle creak of the floorboards echo in the quiet room. The scene captures a moment of anticipation and new beginnings in the warm, inviting classroom setting.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_309_seed_789_A young boy with short brown hair enters a sunlit.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_313_seed_789_In the bright midday sun a group of workers in viv_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_313_seed_789_In the bright midday sun a group of workers in viv_config.json new file mode 100644 index 0000000000000000000000000000000000000000..e3d00099c57704cea4b9fc2199b7a98288d20d5a --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_313_seed_789_In the bright midday sun a group of workers in viv_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T06:25:00.460970", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_313_seed_789_In the bright midday sun a group of workers in viv.mp4", + "arguments": { + "prompt": "In the bright midday sun, a group of workers in vivid orange safety vests are captured in a moment of intense labor on a bustling construction site. The camera remains still, focusing on their synchronized effort as they use their shoulders to lift and maneuver heavy wooden beams. The workers' faces, etched with determination and concentration, glisten with sweat under the relentless sun. Behind them, the construction site is alive with activity, featuring towering cranes, stacks of materials, and the skeletal framework of a building rising against the clear blue sky. Dust particles dance in the sunlight, adding a dynamic texture to the scene.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_313_seed_789_In the bright midday sun a group of workers in viv.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_316_seed_789_In a cozy bedroom bathed in warm evening light a w_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_316_seed_789_In a cozy bedroom bathed in warm evening light a w_config.json new file mode 100644 index 0000000000000000000000000000000000000000..98ea1de0c0aaf02d17a3801594a5191a3faa945f --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_316_seed_789_In a cozy bedroom bathed in warm evening light a w_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T06:30:54.250414", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_316_seed_789_In a cozy bedroom bathed in warm evening light a w.mp4", + "arguments": { + "prompt": "In a cozy bedroom bathed in warm evening light, a woman with long, flowing brown hair enters the scene, wearing a delicate pink nightgown that softly sways with her movements. The camera remains still, capturing her graceful approach towards a plush, inviting bed adorned with fluffy pillows and a soft, quilted blanket. The room exudes warmth, with gentle shadows cast by a nearby lamp, creating an intimate ambiance. She gently lays down, her expression serene and content, as the soft glow envelops her, highlighting the tranquility and comfort of the peaceful evening setting.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_316_seed_789_In a cozy bedroom bathed in warm evening light a w.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_327_seed_789_A young boy with tousled brown hair wearing a vibr_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_327_seed_789_A young boy with tousled brown hair wearing a vibr_config.json new file mode 100644 index 0000000000000000000000000000000000000000..cf70b8b4baa5fe3dabfca9538d70e1ec0af1d8a1 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_327_seed_789_A young boy with tousled brown hair wearing a vibr_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T06:52:29.320294", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_327_seed_789_A young boy with tousled brown hair wearing a vibr.mp4", + "arguments": { + "prompt": "A young boy with tousled brown hair, wearing a vibrant red t-shirt, pedals his bicycle energetically down a quiet suburban street. The camera remains stationary, capturing the scene as he rides past neatly trimmed lawns and charming houses with white picket fences. The bright afternoon sunlight casts playful shadows on the pavement, highlighting the boy's carefree spirit. As he cycles, the gentle rustling of leaves and distant chirping of birds add to the serene ambiance. The neighborhood exudes a sense of warmth and tranquility, with the sun's golden rays illuminating the scene, creating a picturesque suburban afternoon.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_327_seed_789_A young boy with tousled brown hair wearing a vibr.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_334_seed_789_A young boy with short black hair wearing a crisp_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_334_seed_789_A young boy with short black hair wearing a crisp_config.json new file mode 100644 index 0000000000000000000000000000000000000000..0d1f89cd739ea6a835cb8b9c75d19aa4b4deec0f --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_334_seed_789_A young boy with short black hair wearing a crisp_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T07:06:13.440790", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_334_seed_789_A young boy with short black hair wearing a crisp.mp4", + "arguments": { + "prompt": "A young boy with short black hair, wearing a crisp white shirt, stands in a warmly lit music room, filled with wooden shelves lined with sheet music and instruments. The soft afternoon light filters through large windows, casting gentle shadows across the room. He holds a violin gracefully under his chin, his fingers deftly moving along the strings, producing a melodious tune. The camera captures his focused expression, highlighting his passion and dedication. The room's ambiance, with its rich wooden tones and scattered musical notes, enhances the serene and harmonious atmosphere as the boy plays, lost in his musical world.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_334_seed_789_A young boy with short black hair wearing a crisp.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_335_seed_789_In a bright inviting living room with warm indoor_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_335_seed_789_In a bright inviting living room with warm indoor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..b3690cdd5e616c176a191d83d1861b2070a75122 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_335_seed_789_In a bright inviting living room with warm indoor_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T07:08:11.234493", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_335_seed_789_In a bright inviting living room with warm indoor.mp4", + "arguments": { + "prompt": "In a bright, inviting living room with warm indoor lighting, the camera remains still, capturing a harmonious scene. Women with diverse hairstyles—ranging from curly to straight, short to long—are dressed in casual attire, including cozy sweaters, relaxed jeans, and comfortable sneakers. They move gracefully, using brooms to sweep the polished wooden floor, their synchronized motions creating a sense of unity and purpose. The room's decor features plush sofas, vibrant cushions, and a large window allowing natural light to blend with the warm glow of lamps, enhancing the cozy, welcoming atmosphere. The scene exudes a sense of camaraderie and shared effort.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_335_seed_789_In a bright inviting living room with warm indoor.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_342_seed_789_A man with short brown hair wearing a vibrant blue_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_342_seed_789_A man with short brown hair wearing a vibrant blue_config.json new file mode 100644 index 0000000000000000000000000000000000000000..ff1266e200de994b12adaa32aadad28ec26a0f3b --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_342_seed_789_A man with short brown hair wearing a vibrant blue_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T07:21:56.940903", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_342_seed_789_A man with short brown hair wearing a vibrant blue.mp4", + "arguments": { + "prompt": "A man with short brown hair, wearing a vibrant blue t-shirt, sits in a small wooden boat, paddling with determined strokes across a serene lake. The midday sun casts a brilliant glow, illuminating the gentle ripples created by his oar. His focused expression reflects his dedication as he navigates the tranquil waters. The lake's surface mirrors the clear blue sky, dotted with fluffy white clouds, enhancing the peaceful ambiance. In the distance, lush green trees line the shore, their leaves rustling softly in the light breeze, completing the idyllic scene of nature's harmony.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_342_seed_789_A man with short brown hair wearing a vibrant blue.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_346_seed_789_In a serene well-organized office bathed in soft n_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_346_seed_789_In a serene well-organized office bathed in soft n_config.json new file mode 100644 index 0000000000000000000000000000000000000000..335324802b1298daf36fbff383e8ef4c709d90cd --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_346_seed_789_In a serene well-organized office bathed in soft n_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T07:29:48.725108", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_346_seed_789_In a serene well-organized office bathed in soft n.mp4", + "arguments": { + "prompt": "In a serene, well-organized office bathed in soft natural light, a man with neatly trimmed brown hair stands beside a sleek, modern cabinet. He wears a crisp blue shirt, its color complementing the room's calm ambiance. The camera remains still, capturing the moment as he gracefully extends his hand to pull open the drawer. The office, with its minimalist decor, features a polished wooden desk, a few neatly stacked books, and a potted plant, all contributing to the tranquil atmosphere. The gentle lighting casts subtle shadows, enhancing the scene's peaceful and orderly vibe.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_346_seed_789_In a serene well-organized office bathed in soft n.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_357_seed_789_In a sleek modern kitchen with gleaming countertop_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_357_seed_789_In a sleek modern kitchen with gleaming countertop_config.json new file mode 100644 index 0000000000000000000000000000000000000000..d37ee8ab612c4c9e3750bd5b6e9fdc0629351bd6 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_357_seed_789_In a sleek modern kitchen with gleaming countertop_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T07:51:23.130402", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_357_seed_789_In a sleek modern kitchen with gleaming countertop.mp4", + "arguments": { + "prompt": "In a sleek, modern kitchen with gleaming countertops and stainless steel appliances, a woman with shoulder-length black hair stands at the sink. She wears a vibrant blue apron over a casual white shirt, her focus on the task at hand. The bright overhead lighting casts a warm glow, highlighting her meticulous movements as she uses a yellow sponge to gently scrub a stack of ceramic bowls. The camera remains still, capturing the serene domestic scene, with the soft hum of kitchen appliances in the background, emphasizing the tranquility and routine of everyday life.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_357_seed_789_In a sleek modern kitchen with gleaming countertop.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_359_seed_789_In the bright midday sun a focused athlete with sh_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_359_seed_789_In the bright midday sun a focused athlete with sh_config.json new file mode 100644 index 0000000000000000000000000000000000000000..7d616bdb11d68c2e4b6462c7de6e40906656ffa4 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_359_seed_789_In the bright midday sun a focused athlete with sh_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T07:55:18.374377", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_359_seed_789_In the bright midday sun a focused athlete with sh.mp4", + "arguments": { + "prompt": "In the bright midday sun, a focused athlete with short black hair stands poised at home plate, gripping a polished wooden bat. Wearing a crisp white jersey, the athlete's muscles tense in anticipation. The camera remains still, capturing the moment as the bat swings with precision, connecting with the baseball. The crack of the bat echoes across the sunlit baseball field, where the grass glistens under the clear blue sky. The baseball soars through the air, a blur against the vibrant backdrop, as the athlete's determined expression reflects the thrill of the perfect hit.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_359_seed_789_In the bright midday sun a focused athlete with sh.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_364_seed_789_In a bustling professional kitchen under bright ov_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_364_seed_789_In a bustling professional kitchen under bright ov_config.json new file mode 100644 index 0000000000000000000000000000000000000000..1c9e814241daf8eb76a1bea7ec4d6f3a9c6d2460 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_364_seed_789_In a bustling professional kitchen under bright ov_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T08:05:07.175541", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_364_seed_789_In a bustling professional kitchen under bright ov.mp4", + "arguments": { + "prompt": "In a bustling professional kitchen, under bright overhead lights, a skilled chef in a pristine white uniform and a tall, traditional chef's hat expertly slices vibrant vegetables with a gleaming knife. The camera remains still, capturing the precision and grace of each movement. Behind the chef, stainless steel countertops and shelves lined with spices and utensils create an organized backdrop. The rhythmic sound of chopping fills the air, while pots simmer gently on the stove, and the aroma of fresh ingredients wafts through the kitchen, highlighting the chef's culinary expertise and dedication.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_364_seed_789_In a bustling professional kitchen under bright ov.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_366_seed_789_In a serene home office bathed in bright natural l_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_366_seed_789_In a serene home office bathed in bright natural l_config.json new file mode 100644 index 0000000000000000000000000000000000000000..5610bc165765e383efef9bb2dd13995a659a0954 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_366_seed_789_In a serene home office bathed in bright natural l_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T08:09:03.064505", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_366_seed_789_In a serene home office bathed in bright natural l.mp4", + "arguments": { + "prompt": "In a serene home office bathed in bright natural light, a man with short brown hair sits pensively on a sleek, modern chair. He wears a cozy gray sweater, complementing the room's minimalist decor. The camera remains still, capturing the subtle details of the space: a wooden desk adorned with a laptop, a potted plant, and neatly stacked books. As the scene unfolds, the man rises gracefully from the chair, his movements deliberate and calm. He stands, gazing thoughtfully out of a large window that floods the room with soft daylight, casting gentle shadows that dance across the walls, creating a tranquil and contemplative atmosphere.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_366_seed_789_In a serene home office bathed in bright natural l.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_367_seed_789_In a cozy bedroom bathed in soft morning light a w_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_367_seed_789_In a cozy bedroom bathed in soft morning light a w_config.json new file mode 100644 index 0000000000000000000000000000000000000000..8e975088e48a7c6e8bf37e0671fc24c040b97c23 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_367_seed_789_In a cozy bedroom bathed in soft morning light a w_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T08:11:01.010741", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_367_seed_789_In a cozy bedroom bathed in soft morning light a w.mp4", + "arguments": { + "prompt": "In a cozy bedroom bathed in soft morning light, a woman with long brown hair lies peacefully in a plush bed, her white nightgown blending with the crisp sheets. The camera remains still, capturing the serene ambiance of the room, adorned with warm-toned decor and gentle shadows cast by the rising sun. Slowly, she stirs, her movements graceful and unhurried, as she transitions from lying down to sitting on the edge of the bed. Her expression is one of tranquility and contemplation, as she gazes out the window, where the soft light filters through sheer curtains, illuminating the room with a gentle glow.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_367_seed_789_In a cozy bedroom bathed in soft morning light a w.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_369_seed_789_A football player with short brown hair wearing a_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_369_seed_789_A football player with short brown hair wearing a_config.json new file mode 100644 index 0000000000000000000000000000000000000000..fba5ba39373b3ba4bc5fa65a916dc10cf1990ea3 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_369_seed_789_A football player with short brown hair wearing a_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T08:14:56.758432", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_369_seed_789_A football player with short brown hair wearing a.mp4", + "arguments": { + "prompt": "A football player with short brown hair, wearing a vibrant green jersey and matching shorts, stands poised on a lush, sunlit grassy field. The midday sun casts sharp shadows, highlighting the vivid colors of the scene. As the camera remains still, the player focuses intently on the ball, his muscles tensing in anticipation. With a swift, powerful motion, he kicks the ball with his right foot, sending it soaring through the air. The bright sunlight glistens off the ball as it arcs gracefully, while the expansive field stretches out behind him, bathed in the warm glow of the midday sun.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_369_seed_789_A football player with short brown hair wearing a.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_370_seed_789_A woman with shoulder-length blonde hair wearing a_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_370_seed_789_A woman with shoulder-length blonde hair wearing a_config.json new file mode 100644 index 0000000000000000000000000000000000000000..7303391dfa4423b984d0289c977b9cecbfcaa536 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_370_seed_789_A woman with shoulder-length blonde hair wearing a_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T08:16:54.942664", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_370_seed_789_A woman with shoulder-length blonde hair wearing a.mp4", + "arguments": { + "prompt": "A woman with shoulder-length blonde hair, wearing a flowing blue dress, gracefully walks down a bustling city street. In her left hand, she carries a stylish leather bag, its strap resting comfortably on her shoulder. The camera remains still, capturing the vibrant energy of the city around her. Pedestrians hurry by, and cars glide along the road, creating a lively urban symphony. The soft afternoon light bathes the scene in a warm glow, casting gentle shadows on the pavement. Her dress sways with each step, reflecting her confident stride amidst the city's dynamic backdrop.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_370_seed_789_A woman with shoulder-length blonde hair wearing a.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_379_seed_789_In a bustling cityscape the camera pans over a vib_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_379_seed_789_In a bustling cityscape the camera pans over a vib_config.json new file mode 100644 index 0000000000000000000000000000000000000000..6aaabf0d1896323c3c40b4e5125d6064e7d7f9fb --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_379_seed_789_In a bustling cityscape the camera pans over a vib_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T08:34:34.615052", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_379_seed_789_In a bustling cityscape the camera pans over a vib.mp4", + "arguments": { + "prompt": "In a bustling cityscape, the camera pans over a vibrant urban skyline, showcasing towering skyscrapers and bustling streets below. As the scene unfolds, the words \"Herzlich willkommen zur KI-Entwicklung!\" appear in elegant, bold German script, seamlessly integrated into the city view. The text hovers above a busy intersection where people and vehicles move in harmony, reflecting the dynamic energy of the metropolis. The sun sets in the background, casting a warm glow over the city, while the text remains prominently displayed, inviting viewers to embrace the future of AI development amidst the urban hustle and bustle.", + "valid_video_csv": [ + "assets/video_gen_eval_top400.csv" + ], + "negative_prompt": "", + "resolution": "480p", + "model_path": "./ckpts", + "aspect_ratio": "16:9", + "fixed_size": "480x864", + "num_inference_steps": 40, + "video_length": 121, + "sr": false, + "save_pre_sr_video": false, + "rewrite": false, + "cfg_distilled": false, + "enable_step_distill": false, + "sparse_attn": false, + "offloading": false, + "group_offloading": null, + "overlap_group_offloading": false, + "dtype": "bf16", + "seed": 789, + "image_path": null, + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_379_seed_789_In a bustling cityscape the camera pans over a vib.mp4", + "original_noise_dir": null, + "use_sageattn": false, + "sage_blocks_range": "0-53", + "enable_torch_compile": false, + "enable_cache": false, + "cache_type": "deepcache", + "no_cache_block_id": "53", + "cache_start_step": 11, + "cache_end_step": 45, + "total_steps": 50, + "cache_step_interval": 4, + "save_generation_config": true, + "checkpoint_path": "/root/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100/transformer", + "lora_path": null, + "use_fp8_gemm": false, + "quant_type": "fp8-per-token-sgl", + "include_patterns": "double_blocks" + } +} \ No newline at end of file diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_383_seed_789_A young girl with flowing hair wearing a vibrant r_config.json b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_383_seed_789_A young girl with flowing hair wearing a vibrant r_config.json new file mode 100644 index 0000000000000000000000000000000000000000..88c8453508e33d8f77e2d657883be55d3b0d26ad --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_383_seed_789_A young girl with flowing hair wearing a vibrant r_config.json @@ -0,0 +1,49 @@ +{ + "timestamp": "2026-06-14T08:42:25.221746", + "task": "t2v", + "transformer_version": "480p_t2v", + "output_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/videogen_val3/step_000100/sample_383_seed_789_A young girl with flowing hair wearing a vibrant r.mp4", + "arguments": { + "prompt": "A young girl with flowing hair, wearing a vibrant red dress and white sneakers, walks confidently forward on a sunlit path lined with blooming wildflowers. The camera begins with a close-up of her determined expression, capturing the sunlight dancing across her face. As she strides purposefully, the camera gradually pulls out, revealing the expansive landscape around her—a lush meadow stretching into the distance, dotted with colorful flowers swaying gently in the breeze. 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'assets/demo_sample.csv', 'reward_model': 'snapvideo_vlm', 'reward_config': None, 'reward_checkpoint_mode': 'v3', 'reward_weights': '{"VQ":0.5,"MQ":0.5,"TA":1.0}', 'remote_reward_url': None, 'vlm_reward_model_path': '/nfs/ywang29/ckpts/Qwen3.5-9B', 'vlm_reward_model_family': 'qwen3_5', 'vlm_reward_prompt_template': None, 'vlm_reward_num_frames': 20, 'vlm_reward_max_pixels': 50176, 'vlm_reward_max_new_tokens': 128, 'vlm_reward_batch_size': 1, 'vlm_reward_score_type': 'token_credit', 'vlm_reward_missing_score': 0.0, 'vlm_reward_video_sample_type': 'uniform', 'vlm_reward_token_credit_max_questions': 5, 'token_credit_loss_mode': 'video_adv', 'enable_grpo_policy_update': True, 'grpo_sampling_steps': 20, 'sample_n_frames': 81, 'eta': 0.5, 'cfg_scale': 6.0, 'neg_prompt': None, 'data_type': 'video', 'model_type': '16164', 'video_fps': 24, 'vae_name': '16164-32c-hy20250605', 'vae_tiling': False, 'infer_flow_shift_video': 5.0, 'video_bucket_hw_base_size': 480, 'video_bucket_hw_bucket_stride': 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returning control to user process diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/wandb/wandb/run-20260512_184108-kfq0ff4t/files/output.log b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/wandb/wandb/run-20260512_184108-kfq0ff4t/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..6e5f1e88560d6baeedb6811e112229501c9d486f --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/wandb/wandb/run-20260512_184108-kfq0ff4t/files/output.log @@ -0,0 +1,10129 @@ +2026-05-12 18:41:10.513 | INFO | __main__:print_training_configuration:858 - SYSTEM & HARDWARE CONFIGURATION +2026-05-12 18:41:10.515 | INFO | __main__:print_training_configuration:859 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.515 | INFO | __main__:print_training_configuration:860 - Number of GPUs : 64 +2026-05-12 18:41:10.516 | INFO | __main__:print_training_configuration:861 - Local rank : 0 +2026-05-12 18:41:10.516 | INFO | __main__:print_training_configuration:862 - Global rank : 0 +2026-05-12 18:41:10.517 | INFO | __main__:print_training_configuration:863 - Device : cuda:0 +2026-05-12 18:41:10.518 | INFO | __main__:print_training_configuration:864 - Master weight dtype : torch.float32 +2026-05-12 18:41:10.519 | INFO | __main__:print_training_configuration:866 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.520 | INFO | __main__:print_training_configuration:867 - MODEL PARAMETERS & ARCHITECTURE +2026-05-12 18:41:10.521 | INFO | __main__:print_training_configuration:868 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.538 | INFO | __main__:print_training_configuration:871 - Number of total : 8,326,608,160 +2026-05-12 18:41:10.539 | INFO | __main__:print_training_configuration:872 - Total trainable parameters : 8,326,608,160 +2026-05-12 18:41:10.540 | INFO | __main__:print_training_configuration:873 - DIT model root : ./ckpts +2026-05-12 18:41:10.540 | INFO | __main__:print_training_configuration:874 - Transformer version : 480p_t2v +2026-05-12 18:41:10.541 | INFO | __main__:print_training_configuration:875 - Attention mode : flash +2026-05-12 18:41:10.541 | INFO | __main__:print_training_configuration:876 - Gradient checkpointing : True +2026-05-12 18:41:10.542 | INFO | __main__:print_training_configuration:877 - FSDP enabled : True +2026-05-12 18:41:10.542 | INFO | __main__:print_training_configuration:878 - LoRA enabled : False +2026-05-12 18:41:10.543 | INFO | __main__:print_training_configuration:879 - Glyph byT5 v2 : True +2026-05-12 18:41:10.544 | INFO | __main__:print_training_configuration:880 - ByT5 max length : 256 +2026-05-12 18:41:10.544 | INFO | __main__:print_training_configuration:882 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.545 | INFO | __main__:print_training_configuration:883 - DISTRIBUTED TRAINING CONFIGURATION +2026-05-12 18:41:10.546 | INFO | __main__:print_training_configuration:884 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.546 | INFO | __main__:print_training_configuration:885 - World size : 64 +2026-05-12 18:41:10.547 | INFO | __main__:print_training_configuration:886 - DP degree : 32 +2026-05-12 18:41:10.548 | INFO | __main__:print_training_configuration:887 - DP rank : 0 +2026-05-12 18:41:10.548 | INFO | __main__:print_training_configuration:888 - SP size : 2 +2026-05-12 18:41:10.549 | INFO | __main__:print_training_configuration:889 - SP rank : 0 +2026-05-12 18:41:10.549 | INFO | __main__:print_training_configuration:891 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.550 | INFO | __main__:print_training_configuration:892 - BATCH SIZE & DATA FLOW CONFIGURATION +2026-05-12 18:41:10.551 | INFO | __main__:print_training_configuration:893 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.551 | INFO | __main__:print_training_configuration:894 - Per GPU batch size : 2 +2026-05-12 18:41:10.552 | INFO | __main__:print_training_configuration:895 - DP degree batch size : 64 +2026-05-12 18:41:10.552 | INFO | __main__:print_training_configuration:896 - Gradient accumulation steps : 1 +2026-05-12 18:41:10.553 | INFO | __main__:print_training_configuration:897 - Num generations : 4 +2026-05-12 18:41:10.553 | INFO | __main__:print_training_configuration:898 - Use same noise : False +2026-05-12 18:41:10.554 | INFO | __main__:print_training_configuration:899 - Num workers : 4 +2026-05-12 18:41:10.554 | INFO | __main__:print_training_configuration:900 - Prefetch factor : 2 +2026-05-12 18:41:10.555 | INFO | __main__:print_training_configuration:902 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.555 | INFO | __main__:print_training_configuration:903 - OPTIMIZATION CONFIGURATION +2026-05-12 18:41:10.556 | INFO | __main__:print_training_configuration:904 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.557 | INFO | __main__:print_training_configuration:905 - Optimizer : muon +2026-05-12 18:41:10.558 | INFO | __main__:print_training_configuration:906 - Learning rate : 1e-05 +2026-05-12 18:41:10.558 | INFO | __main__:print_training_configuration:907 - Weight decay : 0.01 +2026-05-12 18:41:10.559 | INFO | __main__:print_training_configuration:908 - Max gradient norm : 1.0 +2026-05-12 18:41:10.560 | INFO | __main__:print_training_configuration:909 - LR scheduler : constant +2026-05-12 18:41:10.560 | INFO | __main__:print_training_configuration:910 - Warmup steps : 500 +2026-05-12 18:41:10.561 | INFO | __main__:print_training_configuration:911 - Max training steps : 10000 +2026-05-12 18:41:10.561 | INFO | __main__:print_training_configuration:913 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.562 | INFO | __main__:print_training_configuration:914 - INFERENCE & VALIDATION CONFIGURATION +2026-05-12 18:41:10.562 | INFO | __main__:print_training_configuration:915 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.563 | INFO | __main__:print_training_configuration:916 - Validation interval : 100 +2026-05-12 18:41:10.564 | INFO | __main__:print_training_configuration:917 - Validate at step 0 : False +2026-05-12 18:41:10.564 | INFO | __main__:print_training_configuration:918 - Validation video length : 121 +2026-05-12 18:41:10.565 | INFO | __main__:print_training_configuration:919 - Validation global seed : 930 +2026-05-12 18:41:10.565 | INFO | __main__:print_training_configuration:920 - Validation inference steps : 40 +2026-05-12 18:41:10.566 | INFO | __main__:print_training_configuration:921 - Validation aspect ratio : 16:9 +2026-05-12 18:41:10.566 | INFO | __main__:print_training_configuration:922 - Validation fixed size : 480x864 +2026-05-12 18:41:10.567 | INFO | __main__:print_training_configuration:923 - Validation prompt rewrite : False +2026-05-12 18:41:10.567 | INFO | __main__:print_training_configuration:924 - Validation flow shift : 5.0 +2026-05-12 18:41:10.568 | INFO | __main__:print_training_configuration:925 - Sampling CFG scale : 6.0 +2026-05-12 18:41:10.569 | INFO | __main__:print_training_configuration:926 - Sampling eta : 0.5 +2026-05-12 18:41:10.569 | INFO | __main__:print_training_configuration:927 - Sampling steps (GRPO rollout) : 20 +2026-05-12 18:41:10.570 | INFO | __main__:print_training_configuration:928 - Token credit loss mode : video_adv +2026-05-12 18:41:10.570 | INFO | __main__:print_training_configuration:929 - Random train timestep count : False +2026-05-12 18:41:10.571 | INFO | __main__:print_training_configuration:930 - Random train timestep range : 1-20 +2026-05-12 18:41:10.572 | INFO | __main__:print_training_configuration:934 - SDE type : sage_grpo +2026-05-12 18:41:10.572 | INFO | __main__:print_training_configuration:936 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.573 | INFO | __main__:print_training_configuration:937 - GRPO & KL CONFIGURATION +2026-05-12 18:41:10.573 | INFO | __main__:print_training_configuration:938 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.574 | INFO | __main__:print_training_configuration:939 - Reward model : snapvideo_vlm +2026-05-12 18:41:10.575 | INFO | __main__:print_training_configuration:941 - VLM reward model path : /nfs/ywang29/ckpts/Qwen3.5-9B +2026-05-12 18:41:10.575 | INFO | __main__:print_training_configuration:942 - VLM reward model family : qwen3_5 +2026-05-12 18:41:10.576 | INFO | __main__:print_training_configuration:943 - VLM reward frames : 20 +2026-05-12 18:41:10.576 | INFO | __main__:print_training_configuration:944 - VLM reward max pixels : 50176 +2026-05-12 18:41:10.577 | INFO | __main__:print_training_configuration:945 - VLM reward score type : token_credit +2026-05-12 18:41:10.578 | INFO | __main__:print_training_configuration:946 - VLM reward max new tokens : 128 +2026-05-12 18:41:10.578 | INFO | __main__:print_training_configuration:947 - VLM reward batch size : 1 +2026-05-12 18:41:10.579 | INFO | __main__:print_training_configuration:948 - VLM reward missing score : 0.0 +2026-05-12 18:41:10.579 | INFO | __main__:print_training_configuration:951 - KL weight : 1e-05 +2026-05-12 18:41:10.580 | INFO | __main__:print_training_configuration:952 - KL coef : 1e-07 +2026-05-12 18:41:10.581 | INFO | __main__:print_training_configuration:953 - Use moving KL : True +2026-05-12 18:41:10.581 | INFO | __main__:print_training_configuration:954 - Update ref model step : 10 +2026-05-12 18:41:10.582 | INFO | __main__:print_training_configuration:955 - Use dual KL : True +2026-05-12 18:41:10.582 | INFO | __main__:print_training_configuration:956 - Dual KL moving weight : 1.0 +2026-05-12 18:41:10.583 | INFO | __main__:print_training_configuration:957 - Dual KL step weight : 0.1 +2026-05-12 18:41:10.583 | INFO | __main__:print_training_configuration:958 - KL compute mode : rollout_phase +2026-05-12 18:41:10.584 | INFO | __main__:print_training_configuration:959 - Use grad balancing : True +2026-05-12 18:41:10.585 | INFO | __main__:print_training_configuration:960 - Enable timestep permutation : True +2026-05-12 18:41:10.585 | INFO | __main__:print_training_configuration:961 - Reference mode offload : True +2026-05-12 18:41:10.585 | INFO | __main__:print_training_configuration:963 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.586 | INFO | __main__:print_training_configuration:964 - LOGGING & CHECKPOINTING CONFIGURATION +2026-05-12 18:41:10.587 | INFO | __main__:print_training_configuration:965 - -------------------------------------------------------------------------------- +2026-05-12 18:41:10.587 | INFO | __main__:print_training_configuration:966 - Output directory : ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2 +2026-05-12 18:41:10.588 | INFO | __main__:print_training_configuration:967 - Checkpoints directory : s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2 +2026-05-12 18:41:10.588 | INFO | __main__:print_training_configuration:968 - Checkpoint interval : 100 +2026-05-12 18:41:10.589 | INFO | __main__:print_training_configuration:969 - Log interval : 1 +2026-05-12 18:41:10.589 | INFO | __main__:print_training_configuration:970 - Resume checkpoint : None +2026-05-12 18:41:10.590 | INFO | __main__:print_training_configuration:971 - Train CSV : ['/nfs/ywang29/Reward_finetuning/SAGE-GRPO/assets/demo_train_decomposed_binary5.csv'] +2026-05-12 18:41:10.591 | INFO | __main__:print_training_configuration:972 - Valid CSV : assets/demo_sample.csv +2026-05-12 18:41:10.591 | INFO | __main__:print_training_configuration:973 - Seed : 42 +2026-05-12 18:41:10.592 | INFO | __main__:print_training_configuration:974 - WandB enabled : True +2026-05-12 18:41:10.592 | INFO | __main__:print_training_configuration:976 - WandB project : SAGE-GRPO +2026-05-12 18:41:10.593 | INFO | __main__:print_training_configuration:977 - WandB run name : yw006-4-sage-qwen35-9b-token-credit-video-adv-2 +2026-05-12 18:41:10.593 | INFO | __main__:__init__:846 - [Effective Config] world_size=64, rank=0, local_rank=0, sp_size=2, dp_size=32, dp_rank=0, sp_rank=0, batch_size=2, num_generations=4, grad_accum=1 +2026-05-12 18:41:10.594 | INFO | __main__:_build_video_dataset:1741 - [Effective GRPO Grouping] video_batch_size=2, dp_replicas=32, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, product=64 +2026-05-12 18:41:11.522 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1 +2026-05-12 18:41:11.525 | INFO | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done +2026-05-12 18:41:11.525 | INFO | __main__:_train_grpo:1817 - Starting GRPO training... +2026-05-12 18:41:11.526 | INFO | __main__:_train_grpo:1818 - Max steps: 10000 +2026-05-12 18:41:11.527 | INFO | __main__:_train_grpo:1819 - Batch size: 2 +2026-05-12 18:41:11.528 | INFO | __main__:_train_grpo:1820 - Learning rate: 1e-05 +Iterator of DistributedSamplerWithStartIndex created. +2026-05-12 18:41:13.824 | INFO | __main__:_train_grpo:1846 - [FLAG] post_train train path -> train_one_step +2026-05-12 18:41:14.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-12 18:41:32.807 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-12 18:41:32.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:41:32.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:19, 4.00s/it][01:19<00:00, 3.03s/it] +100%|██████████| 20/20 [01:19<00:00, 4.00s/it] +2026-05-12 18:43:02.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_0/index_7542_seed_28576_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-12 18:43:09.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +[transformers] Qwen3VL requires frame timestamps to construct prompts, but the `fps` of the input video could not be inferred. Probably `video_metadata` was missing from inputs and you passed pre-sampled frames. Defaulting to `fps=24`. Please provide `video_metadata` for more accurate results. +2026-05-12 18:43:30.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:43:30.375 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-12 18:43:30.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 2.91s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-12 18:44:41.616 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000000/group_0/index_7542_seed_28577_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-12 18:44:47.290 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-12 18:45:08.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-12 18:45:10.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +/usr/local/lib/python3.12/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +2026-05-12 18:45:16.107 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-12 18:45:27.830 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.97s/it] +2026-05-12 18:47:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-12 18:47:35.769 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-12 18:49:34.509 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 0: training: 0%| | 0/2 [00:00 +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 7271 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.93s/it] +2026-05-13 19:39:05.452 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_000_seed_7271_This cinematic close-up shot focuses on a young ma.mp4 +2026-05-13 19:39:05.455 | INFO | __main__:validate:1995 - Generating validation video 2/31: The scene opens on a tranquil, sun-drenched meadow... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tranquil, sun-drenched meadow in the late afternoon. An eye-level full shot frames Isaac Newton, a man with long hair dressed in simple 17th-century clothing, sitting at the base of a large, gnarled apple tree. He leans against the trunk, positioned according to the rule of thirds, creating a sense of balance and space. Dappled sunlight streams through the leafy canopy, casting soft, moving shadows on the ground. Newton is completely absorbed in thought, his gaze distant and unfocused. A gentle breeze rustles the leaves. High above him, a ripe red apple loosens from its stem. It drops silently at first, then lands with a distinct 'thump' on top of Newton's head. He flinches, startled out of his deep thoughts, and instinctively raises a hand to the point of impact. His eyes dart upwards towards the branches, then scan the ground around him. He spots the offending red apple lying in the grass. His initial annoyance gives way to curiosity as he reaches down, picks it up, and holds it in his palm. He turns it over, examining it, and his expression slowly transforms into one of profound, dawning realization, the genesis of a revolutionary idea. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 861 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:38<00:00, 9.97s/it] +2026-05-13 19:45:57.490 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_001_seed_861_The scene opens on a tranquil, sun-drenched meadow.mp4 +2026-05-13 19:45:57.494 | INFO | __main__:validate:1995 - Generating validation video 3/31: The scene opens on a tight, eye-level close-up of ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tight, eye-level close-up of an older, white-haired chef in a professional kitchen. His face, etched with lines of fatigue, is illuminated by a single source of side lighting, casting deep shadows that accentuate his somber mood. He is wearing a traditional white chef's jacket, slightly unbuttoned at the collar. In his right hand, he holds a stainless steel tasting spoon containing a small amount of a dark sauce. He brings the spoon to his mouth, his movements deliberate and practiced. He closes his eyes as he tastes the contents, his brow furrowing slightly. A moment of stillness hangs in the air before his expression shifts to one of clear, deep-seated disappointment. His lips press into a thin line. He lowers the spoon, his gaze directed downwards and off-camera, as if lost in thought. He then begins to shake his head slowly and deliberately from side to side, a non-verbal confirmation that the dish is not right. The background is a soft-focus blur of a sterile, industrial kitchen environment, with the metallic sheen of stainless steel surfaces and the dark shapes of hanging pots and pans barely discernible, isolating the chef in his moment of quiet professional grief. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5391 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:36<00:00, 9.91s/it] +2026-05-13 19:52:47.381 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_002_seed_5391_The scene opens on a tight, eye-level close-up of .mp4 +2026-05-13 19:52:47.384 | INFO | __main__:validate:1995 - Generating validation video 4/31: The scene opens on a tight close-up of a blond man... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tight close-up of a blond man in his late 30s, his face partially illuminated by a single, harsh light source from the right, creating a dramatic chiaroscuro effect. The background is a dark, indistinct blur, suggesting a private study or office at night. Initially, his expression is neutral, perhaps listening to something off-screen. A subtle flicker of understanding crosses his features, followed by a wave of disbelief. His blue eyes widen for a moment, and his brow furrows. Then, the transformation begins. His skin seems to pale, taking on a livid, almost greyish hue under the cool light. His nostrils flare, and he draws a sharp, silent breath. His jaw clenches so tightly that a muscle bulges along his cheek. His gaze becomes a hard, piercing stare, fixed on an unseen point. His hands, which were out of frame, slowly rise into view. We see the fingers curl inward, one by one, until both hands are balled into powerful, white-knuckled fists. The veins on the back of his hands stand out, and the fists tremble with suppressed rage. He remains frozen in this state of potent, silent fury, a portrait of anger about to boil over. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5192 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:36<00:00, 9.91s/it] +2026-05-13 19:59:36.928 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_003_seed_5192_The scene opens on a tight close-up of a blond man.mp4 +2026-05-13 19:59:36.930 | INFO | __main__:validate:1995 - Generating validation video 5/31: The scene opens on a medium, eye-level shot of thr... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium, eye-level shot of three young women seated at a dining table, their forms and the environment rendered in a soft, flowing watercolor style. The woman on the left, with blonde hair tied back, wears a cream-colored sweater. In the center, a woman with dark, curly hair in a blush pink top smiles warmly. On the right, a woman with auburn hair in a terracotta dress initiates the toast. The table is adorned with simple white plates and silverware, with the focus being on three elegant glasses filled with a rich, crimson red wine. The woman on the right gracefully picks up her glass first. Following her lead, the woman in the center and then the woman on the left pick up their glasses. Their painted faces are filled with genuine joy and affection. They bring their glasses together over the center of the table, the light catching the deep red of the wine. The moment before the glasses clink is held, capturing the peak of their shared celebratory spirit. The background is a gentle wash of warm, indistinct colors, suggesting a cozy interior without distracting from the central, heartfelt action. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5735 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.98s/it] +2026-05-13 20:06:29.331 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_004_seed_5735_The scene opens on a medium, eye-level shot of thr.mp4 +2026-05-13 20:06:29.334 | INFO | __main__:validate:1995 - Generating validation video 6/31: The scene opens with a medium shot of an elderly w... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium shot of an elderly woman, appearing to be in her 80s, seated on a simple wooden stool in a public park. She has fine, silver hair neatly tied back and wears a traditional, dark-colored tunic with intricate embroidery at the collar. Her eyes are gently closed as she focuses on her music. In her hands, she holds a polished, dark wood erhu. Her left hand delicately presses the strings, her fingers moving with practiced grace, while her right hand draws the bow smoothly across them, producing a soulful, resonant melody. She hums softly, a low, gentle sound that harmonizes perfectly with the instrument's voice. A diverse crowd of onlookers, ranging from young adults to other seniors, has formed a respectful semi-circle around her. Some watch with rapt attention, their expressions contemplative. A young woman can be seen subtly recording on her phone, while an older man nods his head slowly to the rhythm. The park setting is serene, with large, mature trees whose leaves create a soft, dappled canopy. The light is diffused, characteristic of an overcast day, which lends a moody and introspective quality to the entire scene. The focus remains tightly on the woman, a figure of serene artistry amidst the quiet reverence of her audience. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6266 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.93s/it] +2026-05-13 20:13:20.216 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_005_seed_6266_The scene opens with a medium shot of an elderly w.mp4 +2026-05-13 20:13:20.219 | INFO | __main__:validate:1995 - Generating validation video 7/31: The scene is a tight close-up, rendered in a style... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is a tight close-up, rendered in a style reminiscent of a Da Vinci painting with its dramatic use of light and shadow. A petite woman is concealed within the suffocating confines of a dark closet. The composition adheres to the rule of thirds, placing her terrified face off-center. The only illumination is a stark, vertical sliver of light piercing the darkness from a door that is barely ajar. This side light carves her features out of the gloom, highlighting the sheen of tears in her wide-open eyes, the pale skin of her cheek, and the white knuckles of the hand she has clamped desperately over her mouth. Her body trembles violently and uncontrollably, a physical manifestation of her terror. She is trying to stifle any sound, her chest rising and falling in shallow, ragged breaths. The surrounding space is an abyss of black, with the faint outlines of hanging clothes creating a sense of being buried. The atmosphere is thick with dread and unbearable suspense, focusing entirely on her silent, petrified state. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 467 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.93s/it] +2026-05-13 20:20:10.826 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_006_seed_467_The scene is a tight close-up, rendered in a style.mp4 +2026-05-13 20:20:10.829 | INFO | __main__:validate:1995 - Generating validation video 8/31: The scene opens with a medium shot of a cozy, slig... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium shot of a cozy, slightly cluttered living room, bathed in the warm glow of late afternoon sun filtering through a window on the right. A middle-aged, plump man with thinning brown hair enters from the left side of the frame. He is dressed casually in a green and blue plaid button-up shirt and dark jeans, and he has a weary expression on his face. He walks towards a large, overstuffed couch with a faded, brown floral pattern. In front of the couch sits a low wooden coffee table with a stack of magazines. The man turns and lowers himself onto the couch with a tired sigh. The camera maintains an eye-level perspective, emphasizing the dramatic sinking of the well-worn cushions as they slowly give way under his substantial weight. The fabric strains and creases around him. He shifts his body slightly, finding a comfortable position before leaning his head back against the top of the sofa and closing his eyes, finally at rest. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 4427 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.93s/it] +2026-05-13 20:27:01.748 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_007_seed_4427_The scene opens with a medium shot of a cozy, slig.mp4 +2026-05-13 20:27:01.751 | INFO | __main__:validate:1995 - Generating validation video 9/31: The scene opens on a medium long shot, capturing t... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium long shot, capturing the full form of a graceful, fair-skinned European rhythmic gymnast in the center of a competition floor. She is illuminated by a powerful, bright spotlight that makes her sparkling, royal blue leotard glitter. Her blonde hair is tied back in a neat bun. In her hands, she expertly manipulates a long, shimmering silver ribbon, which swirls and dances around her in intricate, flowing patterns as she moves. She executes a series of complex maneuvers, including a high, arching leap followed by a perfectly controlled spin, her body a picture of elegance and strength. The camera, positioned at a slightly low angle, emphasizes the height of her jumps and the grandeur of her performance. The background is dark, but filled with the blurred shapes of a massive, seated audience. The sound of their thunderous applause and enthusiastic cheers is constant, underscoring the excitement of the event. The atmosphere is electric and triumphant, celebrating the athlete's incredible skill and artistry. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5579 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:36<00:00, 9.92s/it] +2026-05-13 20:33:52.299 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_008_seed_5579_The scene opens on a medium long shot, capturing t.mp4 +2026-05-13 20:33:52.301 | INFO | __main__:validate:1995 - Generating validation video 10/31: The scene opens with a stunning wide shot, filmed ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a stunning wide shot, filmed in slow motion from a low angle. Five children, a diverse group of boys and girls aged between six and ten, are running exuberantly across a vast field. The field is filled with tall, golden-yellow grass that sways gently in the breeze and reaches their waists. It's the golden hour, and the setting sun, positioned behind the children, creates a brilliant backlight. This light forms a radiant halo around their hair and outlines their bodies, separating them from the lush background. Dust motes and pollen kicked up by their running feet dance and sparkle in the sunbeams. The children are spread out, yet moving together as a group from right to left across the frame. Their faces are alight with pure joy; mouths are open in laughter, and their eyes are bright with excitement. One girl with long blonde pigtails leads the pack, looking back over her shoulder with a wide grin. A boy in a red t-shirt leaps playfully into the air. The slow-motion effect accentuates every detail: the bounce of their hair, the flowing fabric of their clothes, and the effortless grace of their youthful movements. The sky above is a soft, clear blue, providing a cool contrast to the warm tones of the field below. The atmosphere is overwhelmingly joyful, nostalgic, and evocative of the perfect, endless days of summer childhood. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 8323 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.95s/it] +2026-05-13 20:40:44.050 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_009_seed_8323_The scene opens with a stunning wide shot, filmed .mp4 +2026-05-13 20:40:44.052 | INFO | __main__:validate:1995 - Generating validation video 11/31: The scene is captured in a dramatic low-angle medi... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is captured in a dramatic low-angle medium shot, amplifying the scale and danger of the stunt. On a completely dark stage, the only source of light is a large metal ring, fiercely ablaze with vibrant orange and yellow flames that lick and dance into the darkness. A bare-chested Asian man, his muscles taut with concentration, stands poised a few feet from the fiery obstacle. He takes a deep breath, his eyes locked on the opening. With a powerful burst of energy, he sprints forward. He launches himself into the air, tucking his legs and arms close to his body to navigate the narrow, burning passage. For a split second, he is perfectly framed within the circle of fire, a silhouette against the inferno. The intense light casts flickering shadows and highlights across his skin and simple dark pants. He passes through the ring cleanly and lands gracefully on the other side, rolling to absorb the impact before rising to his feet. The background remains an abyss of black, isolating the raw, thrilling spectacle of man versus fire. The atmosphere is thick with tension and awe at the display of courage and physical control. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 1686 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.94s/it] +2026-05-13 20:47:36.282 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_010_seed_1686_The scene is captured in a dramatic low-angle medi.mp4 +2026-05-13 20:47:36.284 | INFO | __main__:validate:1995 - Generating validation video 12/31: The scene is set in a bustling, sun-drenched town ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is set in a bustling, sun-drenched town square with historic buildings in the background. A wide, eye-level shot captures an elderly man pushing a tandem wheelchair, in which his wife is seated comfortably. They move across the cobblestone plaza, their expressions content. The entire scene is rendered in sharp focus, highlighting the textures of the environment and the details of the people. As they proceed, they come across three other elderly couples who appear to be old friends. A moment of joyful recognition passes between them. The man stops the wheelchair, and the groups merge. Smiles, waves, and cheerful chatter fill the air as they reunite, creating a lively and heartwarming tableau of enduring companionship and community in their golden years. The camera remains static, allowing the natural, happy interaction to unfold within the frame. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 770 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.93s/it] +2026-05-13 20:54:27.321 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_011_seed_770_The scene is set in a bustling, sun-drenched town .mp4 +2026-05-13 20:54:27.324 | INFO | __main__:validate:1995 - Generating validation video 13/31: The frame is filled entirely by the face of a fema... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The frame is filled entirely by the face of a female tourist in extreme distress. The shot is an unflinching extreme close-up at eye level, creating an intimate and unsettling connection with her struggle. She is breathing from a transparent oxygen mask strapped tightly to her face. Her lips, the focal point of the shot, are a deathly shade of blue-grey, a clear sign of cyanosis. They are painfully chapped, with dry skin peeling away, evidence of severe dehydration and exposure to harsh elements. With each ragged inhalation, her nostrils flare wide, the muscles in her face tensing with the sheer effort of drawing air into her lungs. A fine layer of frost and tiny ice crystals can be seen on her eyebrows and the wisps of hair escaping her fur-lined hood. The overcast natural light is stark and unforgiving, highlighting every raw texture on her skin and casting subtle, cold shadows. The background is a complete blur of white and grey, suggesting a snow-swept, high-altitude location without offering any distracting details. The only movement is the rhythmic, desperate pulse of her breathing. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6950 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:45<00:00, 10.14s/it] +2026-05-13 21:01:26.685 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_012_seed_6950_The frame is filled entirely by the face of a fema.mp4 +2026-05-13 21:01:26.687 | INFO | __main__:validate:1995 - Generating validation video 14/31: The scene opens on a bright, sunny day in a lush g... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a bright, sunny day in a lush green backyard. A small boy, around six years old with tousled blond hair, is the central focus. He is dressed in a vibrant red short-sleeved t-shirt and blue denim shorts. In front of him, on the manicured lawn, sits a tall, slightly wobbly tower constructed from colorful wooden blocks of various shapes and sizes—red, blue, yellow, and green. The camera, positioned at a low angle, captures the boy as he takes a small step back to admire his handiwork. He plants his feet firmly apart, straightens his back, and places both hands squarely on his hips in a classic pose of accomplishment. His chest puffs out with pride. After a moment of contemplation, his face breaks into a huge, infectious smile, his eyes crinkling at the corners. The smile is pure, unadulterated joy and pride. The bright, natural sunlight casts a warm glow over the entire scene, creating a soft lens flare and making the colors pop. The background is slightly blurred, keeping the focus entirely on the boy and his triumphant moment. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2434 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:37<00:00, 9.94s/it] +2026-05-13 21:08:17.766 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_013_seed_2434_The scene opens on a bright, sunny day in a lush g.mp4 +2026-05-13 21:08:17.768 | INFO | __main__:validate:1995 - Generating validation video 15/31: The shot opens with an extreme close-up, top-down ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The shot opens with an extreme close-up, top-down view of the back of a human hand resting on a flat, neutral gray surface. A significant, fresh laceration is centered in the frame, its edges raw and red, with a slight glistening of blood. The surrounding skin is pale. The time-lapse sequence begins, and the visual transformation is immediate and dramatic. The raw edges of the wound visibly contract, pulling towards each other as if drawn by an invisible thread. The deep red color darkens as a scab rapidly forms over the cut, a process that happens in a blur of motion. Almost as soon as it appears, the dark scab begins to shrink and flake away, revealing a layer of new, pink, and delicate skin underneath. This new tissue quickly matures, its color evening out and blending seamlessly with the surrounding skin tone. The fine lines and texture of the skin reappear over the healed area. The entire healing cycle completes in a matter of seconds, leaving the hand looking perfectly smooth and unscarred, as if the injury never occurred. The lighting remains constant and clinical throughout, highlighting every detail of the accelerated biological process. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5312 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:38<00:00, 9.97s/it] +2026-05-13 21:15:10.198 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_014_seed_5312_The shot opens with an extreme close-up, top-down .mp4 +2026-05-13 21:15:10.200 | INFO | __main__:validate:1995 - Generating validation video 16/31: The scene opens on a sweeping wide shot, composed ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a sweeping wide shot, composed according to the rule of thirds, with an elderly Chinese man positioned on the right side of the frame. He stands on an ancient, weathered stone path that meanders through a landscape of rolling hills shrouded in a thick, soft mist. The man has a deeply wrinkled face and a long, flowing white beard that reaches his chest. He wears a simple, coarse-spun brown robe and a traditional conical bamboo hat that casts a gentle shadow over his features. In his left hand, he grips a gnarled wooden cane, its surface polished smooth from years of use, providing him with stability. His entire focus is on his right hand, which is held up near his face. His brow is furrowed in concentration as his thumb methodically touches different segments of his fingers in a complex, silent calculation. The environment is lit by a diffused, natural light coming from the side, which catches the airborne mist and softly illuminates the contours of his robe and the sparse, gnarled trees dotting the background. The atmosphere is one of profound peace and deep contemplation, as if the man is solving a timeless riddle alone in nature. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5052 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.99s/it] +2026-05-13 21:22:03.780 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_015_seed_5052_The scene opens on a sweeping wide shot, composed .mp4 +2026-05-13 21:22:03.782 | INFO | __main__:validate:1995 - Generating validation video 17/31: The scene opens with a low-angle, full shot of a w... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a low-angle, full shot of a woman with dark, flowing hair, wearing a striking, floor-length scarlet red dress. She is strolling leisurely from right to left along a winding cobblestone path in a magnificent, verdant garden. The garden is in full bloom, with an array of colorful flowers like deep pink roses and tall, yellow sunflowers flanking the path. The camera is positioned low to the ground, making the flowers in the foreground appear large and immersive, framing the woman majestically. It's the golden hour; the setting sun is out of frame but casts long shadows and bathes the scene in a warm, golden light. This backlights the woman, creating a soft, ethereal glow around her silhouette and illuminating the delicate fabric of her dress. As she walks, she gently brushes her fingertips against the petals of a rose. The camera pans smoothly, following her elegant and unhurried pace. The background consists of tall green hedges and a soft-focus view of the sky, painted with hues of orange and pink. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6421 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.00s/it] +2026-05-13 21:28:58.062 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_016_seed_6421_The scene opens with a low-angle, full shot of a w.mp4 +2026-05-13 21:28:58.065 | INFO | __main__:validate:1995 - Generating validation video 18/31: From a high-angle perspective, the entirety of a p... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: From a high-angle perspective, the entirety of a professional-grade, vibrant green tennis court is visible under a brilliant, cloudless blue sky. In the foreground, a man with short dark hair, dressed in a white polo shirt and blue shorts, is captured mid-motion. He has just completed a powerful forehand stroke, his body extended and his focus locked on the ball. The tennis racket is a blur of motion in his right hand. Across the net, in the background, his opponent, a blond man in a red shirt and white shorts, is already reacting. He is crouched low, his knees bent, moving swiftly to his left to intercept the fast-approaching yellow tennis ball. The white lines of the court stand out starkly against the green surface, and the net casts a faint, sharp shadow. The surrounding area includes a high chain-link fence, and beyond it, some out-of-focus green trees suggest a park or sports complex setting. The rally is fast and intense, a testament to the players' skill and athleticism, creating a palpable atmosphere of competition and focus. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 1185 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.00s/it] +2026-05-13 21:35:51.903 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_017_seed_1185_From a high-angle perspective, the entirety of a p.mp4 +2026-05-13 21:35:51.905 | INFO | __main__:validate:1995 - Generating validation video 19/31: The scene opens on a wide, low-angle shot within a... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide, low-angle shot within a sprawling, sunlit temple courtyard paved with ancient stones. In the lower third of the frame, a group of three tourists comes to a halt. The group consists of an older Caucasian man with a camera around his neck, a middle-aged Asian woman in a sun hat, and a young man wearing a backpack. They are initially looking at their surroundings, a low murmur of conversation between them. The woman points upwards, and as one, they slowly begin to tilt their heads back. The camera follows their gaze, panning vertically up the massive, weathered bronze statue of Confucius that dominates the frame. The statue is depicted in a thoughtful pose, one hand stroking a long beard, its robes intricately detailed. The sunlight glints off the bronze, creating highlights and deep shadows that accentuate its aged texture. The tourists' faces, now fully visible, are filled with a silent, shared awe. The older man's mouth is slightly agape, while the woman has a hand to her chest. The young man simply stares, captivated. The background features the ornate, curved eaves of a traditional temple building against a brilliant, clear blue sky. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 4556 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.01s/it] +2026-05-13 21:42:45.595 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_018_seed_4556_The scene opens on a wide, low-angle shot within a.mp4 +2026-05-13 21:42:45.597 | INFO | __main__:validate:1995 - Generating validation video 20/31: The scene opens on a medium shot from a slightly h... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium shot from a slightly high angle, focusing on a man in his late 50s seated in a faded, brown armchair. The room is steeped in a quiet, melancholic atmosphere, illuminated only by the soft, fading natural light from a single window off-screen. The man, with short, salt-and-pepper hair and a weary expression, is hunched forward, his shoulders slumped in a posture of defeat. He is dressed in a simple, dark gray knitted sweater. In his hands, he holds a large, crinkled newspaper. He isn't actively reading; instead, his fingers absently turn the large pages, the rustling sound being the only noise in the otherwise silent room. His gaze is distant, looking down at the paper but seemingly through it. He flips a page, lets it settle, pauses for a long moment, and then repeats the action without any change in his somber expression. The composition places him on the right third of the frame, leaving empty space to his left, which amplifies his isolation. The background is softly out of focus, showing a plain wall with a single, framed picture hanging crookedly, and the corner of a wooden side table with a cold cup of tea on it. The muted color palette of blues, grays, and browns, combined with the soft lighting, creates a poignant and deeply sorrowful mood. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 3386 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-13 21:49:40.140 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_019_seed_3386_The scene opens on a medium shot from a slightly h.mp4 +2026-05-13 21:49:40.144 | INFO | __main__:validate:1995 - Generating validation video 21/31: The scene opens on a wide, eye-level shot capturin... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide, eye-level shot capturing an old, weathered stone bridge arching over a calm, slow-moving river. It's late autumn, and the trees lining the riverbank have shed most of their leaves, their bare branches stark against the pale, overcast sky. Positioned on the right third of the frame, two young women stand close together, leaning on the thick stone parapet. The first woman, with dark hair stirred by a gentle breeze, wears a long, dark coat. Her focus is entirely on the water's gentle current. Beside her, the second woman, in a gray knitted beanie and a lighter jacket, stares into the distance, her expression lost in thought. The natural, soft light of the afternoon casts no harsh shadows, bathing the scene in a cool, somber tone. The color palette is dominated by muted blues from the water and sky, and the earthy grays and browns of the stone and landscape. They remain silent, their shared stillness and the quiet flow of the river creating a powerful, sorrowful atmosphere of shared grief or deep reflection. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6397 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 10.00s/it] +2026-05-13 21:56:34.071 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_020_seed_6397_The scene opens on a wide, eye-level shot capturin.mp4 +2026-05-13 21:56:34.074 | INFO | __main__:validate:1995 - Generating validation video 22/31: The scene is captured from a dynamic low-angle, wi... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is captured from a dynamic low-angle, wide shot, immersing the viewer in the world of eight young children playing in a sun-drenched park. Each child wears an identical, vibrant red hat, creating a striking visual unity against the backdrop of a verdant green lawn and a clear blue sky. They are deeply engrossed in building with a large collection of colorful wooden blocks. The low viewpoint makes their small figures seem heroic and their block structures appear like a miniature city skyline. In the center of the frame, a few children work together, carefully stacking blocks to create a tall tower. To the side, others are building lower, house-like structures. Their faces show a mixture of intense concentration and pure joy. The natural sunlight is bright and warm, casting soft shadows and highlighting the vivid colors of the blocks and the children's clothing. The atmosphere is one of innocent creativity, collaboration, and playful happiness, set within an idyllic park environment. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 8667 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.99s/it] +2026-05-13 22:03:28.391 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_021_seed_8667_The scene is captured from a dynamic low-angle, wi.mp4 +2026-05-13 22:03:28.394 | INFO | __main__:validate:1995 - Generating validation video 23/31: The scene opens with a high-angle, close-up shot, ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a high-angle, close-up shot, focusing intently on the cupped hands of a young, bald boy kneeling at the edge of a tranquil garden pond. The water is crystal clear, revealing smooth stones at the bottom. Inside his hands, cradled in a small pool of water, is a vibrant red koi fish, its scales shimmering in the soft, natural light that filters through the leaves of an unseen tree. The boy's fingers are gentle, holding the fish securely but without pressure. His face is out of focus in the background, but his posture suggests deep concentration and care. He slowly and deliberately lowers his hands, breaking the still surface of the pond. Water ripples outwards in concentric circles. For a brief moment, the koi remains in his open palms just below the surface before it senses its freedom. With a graceful flick of its tail, the fish propels itself forward, a flash of crimson disappearing into the murky green depths of the pond. The boy keeps his hands submerged for a second longer, watching it go, before slowly withdrawing them. Droplets of water fall from his fingertips back into the pond. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9275 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.99s/it] +2026-05-13 22:10:21.411 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_022_seed_9275_The scene opens with a high-angle, close-up shot, .mp4 +2026-05-13 22:10:21.414 | INFO | __main__:validate:1995 - Generating validation video 24/31: The scene opens with a high-angle wide shot of a v... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a high-angle wide shot of a vast, untouched snowy landscape under a pale, late-afternoon sky. A solitary figure, a beautiful Chinese woman, stands in the lower right third of the frame. She has long, flowing black hair that contrasts sharply with the white snow. She is elegantly dressed, wearing a full-length, dark brown fur coat over a form-fitting black knit dress and impractical high-heeled boots. Large, dark sunglasses obscure her eyes, making her expression unreadable. The natural light is soft and cool, casting long, blue shadows across the snow. After a moment of stillness, she begins to move with a slow, almost ceremonial grace. She bends her knees, lowering her body towards the ground. Her movements are fluid and deliberate as she lies back, her fur coat spreading around her like a dark halo against the pristine white. She comes to rest fully on her back, her arms falling limply to her sides, her head turned slightly to the side. The camera holds on this image: a stark, beautiful, and poignant tableau of luxury and vulnerability against the unforgiving cold of nature. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2559 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:38<00:00, 9.97s/it] +2026-05-13 22:17:14.406 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_023_seed_2559_The scene opens with a high-angle wide shot of a v.mp4 +2026-05-13 22:17:14.408 | INFO | __main__:validate:1995 - Generating validation video 25/31: The scene opens with a medium close-up on a man in... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium close-up on a man in his late forties, his face framed by a thick, unkempt beard. He is seated in what appears to be a dark study, though the background is mostly lost to shadow. The shot is rendered in a stark, high-contrast monochrome, reminiscent of film noir. A single, harsh key light illuminates the right side of his face, casting the left side in deep shadow and accentuating the sweat on his brow and the frantic look in his eyes. He is wearing a dark, woolen sweater. In his hands, he clutches a thick, hardbound book. His knuckles are white. For a moment, he stares down at the book, his chest heaving with ragged breaths. Then, with a sudden, explosive movement, he lets out a silent scream of pure rage and begins to tear at the cover. The sound of ripping cardboard and paper fills the silence. He savagely pulls the spine from the binding, then begins ripping out handfuls of pages, his movements frantic and uncontrolled. The white pages flutter down around him, stark against the surrounding darkness. He doesn't stop until the book is completely destroyed, a mangled ruin of paper and glue in his trembling hands. He then lets the remnants fall from his grasp, his head slumping forward in exhaustion and despair. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 7850 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.98s/it] +2026-05-13 22:24:07.539 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_024_seed_7850_The scene opens with a medium close-up on a man in.mp4 +2026-05-13 22:24:07.543 | INFO | __main__:validate:1995 - Generating validation video 26/31: The scene opens on a wide shot of a meticulously c... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide shot of a meticulously crafted claymation garden under a bright, sunny sky. The garden is a tapestry of vibrant colors, with lush green grass, a winding grey stone path, and oversized, whimsical flowers in pastel pinks, purples, and blues. A small clay figure of a little girl enters the frame from the right. She has brown pigtails tied with blue ribbons and is wearing a cheerful bright yellow dress. In her left hand, she clutches the red handle of a colorful, striped handbag. With a joyful expression on her face, she begins to skip along the stone path, moving from right to left across the screen. Her skipping motion is charmingly imperfect, a hallmark of stop-motion animation, with each frame capturing a distinct pose. As she skips, she swings the handbag back and forth in rhythm with her steps. In the background, a small clay butterfly with orange wings flutters near a large pink flower. The entire scene is bathed in soft, warm light, creating a gentle and heartwarming atmosphere of childhood innocence and wonder. The girl continues skipping until she exits the frame on the left. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2048 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:38<00:00, 9.97s/it] +2026-05-13 22:31:00.318 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_025_seed_2048_The scene opens on a wide shot of a meticulously c.mp4 +2026-05-13 22:31:00.320 | INFO | __main__:validate:1995 - Generating validation video 27/31: An eye-level, medium-wide shot captures a moment o... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: An eye-level, medium-wide shot captures a moment of serene harmony in a quiet park at dusk. A middle-aged Caucasian man and an Asian woman are practicing yoga together on the lush green grass. The setting sun, low on the horizon, bathes the scene in a warm, golden light, backlighting the pair and casting long shadows. They are positioned symmetrically, mirroring each other in the Warrior II (Virabhadrasana II) pose. The man, on the left, wears a grey t-shirt and black shorts. The woman, on the right, is in a teal tank top and dark leggings, her dark hair pulled into a neat ponytail. Their focus is palpable as they hold the pose, their bodies strong and steady. In the background, tall, leafy trees frame the scene, their leaves gently rustling in a soft evening breeze. After a moment of stillness, they gracefully transition in unison, lowering their arms and stepping their feet together, preparing for the next sequence, their movements fluid and synchronized, embodying a deep sense of peace and connection. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2748 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.99s/it] +2026-05-13 22:37:53.914 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_026_seed_2748_An eye-level, medium-wide shot captures a moment o.mp4 +2026-05-13 22:37:53.916 | INFO | __main__:validate:1995 - Generating validation video 28/31: The scene opens on a medium, low-angle shot of a t... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium, low-angle shot of a teenage boy on an empty, red-surfaced running track during sunset. He is positioned on the right third of the frame, having just completed an intense sprint. He wears a striking neon green athletic jacket, unzipped to reveal a dark shirt underneath, and black running shorts. His body is bent sharply at the waist, his hands pressed firmly onto his knees for support as he struggles to recover. His dark, curly hair is damp with sweat, which also beads on his forehead and temples. His chest rises and falls rapidly and deeply, and with each ragged exhalation, a faint mist of his breath is visible in the cooling air, illuminated by the strong backlight from the setting sun. The sun, low on the horizon, casts long shadows and bathes the scene in a warm, orange glow, creating a cinematic lens flare that streaks across the frame. After a few moments of labored breathing, he slowly and painfully straightens his posture, his eyes remaining fixed on the track ahead with a look of fierce determination mixed with utter exhaustion. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9168 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.99s/it] +2026-05-13 22:44:46.887 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_027_seed_9168_The scene opens on a medium, low-angle shot of a t.mp4 +2026-05-13 22:44:46.889 | INFO | __main__:validate:1995 - Generating validation video 29/31: The scene opens with a static, extreme wide shot f... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a static, extreme wide shot from a bird's-eye view, looking down upon a vast expanse of green lawn. The grass is almost entirely obscured by a chaotic carpet of debris left behind by a music festival: countless plastic cups, crumpled food wrappers, discarded flyers, and shimmering confetti. The early morning light, a soft golden hue, streams in from the side, casting long, dramatic shadows across the field. A single, small figure, a janitor in a dark blue uniform, moves slowly and deliberately through the mess. He pushes a wheeled trash cart ahead of him. With a mechanical grabber in one hand, he methodically picks up pieces of trash one by one, his movements precise and unhurried. He drops each item into a large, gaping black plastic bag attached to his cart. The sheer scale of the mess dwarfs him, making his task seem monumental, almost futile. In the far background, the skeletal structure of the main festival stage is visible, now silent and empty. The contrast between the colorful, festive remnants and the solitary, quiet labor of the janitor creates a powerful, contemplative mood, capturing the silent, unseen work that follows mass celebration. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9999 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:38<00:00, 9.96s/it] +2026-05-13 22:51:39.440 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_028_seed_9999_The scene opens with a static, extreme wide shot f.mp4 +2026-05-13 22:51:39.444 | INFO | __main__:validate:1995 - Generating validation video 30/31: The shot opens on a medium frame of a young baller... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The shot opens on a medium frame of a young ballerina sitting on the worn, wooden edge of a vast, dark stage. She is isolated by a single, soft spotlight from above, which casts a gentle, ethereal glow on her and plunges the surrounding theater into deep, velvety shadow. She wears a classic white tutu, its delicate layers fanning out slightly around her, and her dark hair is pulled back in a tight, perfect bun. Her face, beautifully illuminated by the soft light, is a portrait of profound sadness; her eyes are downcast and glistening with unshed tears. Initially, her slender hands rest delicately on her lap, fingers intertwined. With a slow, deliberate, and almost heartbreakingly graceful movement, she lowers them to her sides, her fingertips eventually brushing against the rough surface of the stage floor. The action is imbued with a sense of finality and deep resignation. Following this, she gently brings her legs together, her pink pointe shoes, ribbons still perfectly tied, meeting with a soft, almost inaudible touch. She holds this final pose, her gaze directed slightly downwards, lost in her sorrowful thoughts. The stark contrast between the brightly lit, fragile figure and the cavernous darkness of the empty auditorium creates a powerful, palpable feeling of isolation and deep melancholy. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 190 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.01s/it] +2026-05-13 22:58:33.432 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_029_seed_190_The shot opens on a medium frame of a young baller.mp4 +2026-05-13 22:58:33.435 | INFO | __main__:validate:1995 - Generating validation video 31/31: The scene opens on a medium shot of a teenage boy ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium shot of a teenage boy sitting alone in a brightly lit coffee shop. He is positioned on the right third of the frame, wearing black-rimmed glasses and a forest green knit sweater. Sunlight from a large, clean window to his left casts a soft glow on his face and highlights the dust motes dancing in the air. In front of him, on a rustic wooden table, sits a white ceramic mug filled with coffee, a simple leaf pattern visible in the latte art. He slowly reaches out, wrapping both hands around the warmth of the mug. He lifts it to his lips, his eyes closing for a brief moment as he takes a sip. After savoring the taste, he gently lowers the mug back onto its saucer without a sound. He turns his head slightly, his gaze directed out the window, watching the world go by with a calm, contemplative expression. The background is softly blurred, showing the indistinct shapes of other patrons, hanging plants, and an exposed brick wall, creating a peaceful and introspective atmosphere. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2735 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.00s/it] +2026-05-13 23:05:27.548 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000100/sample_030_seed_2735_The scene opens on a medium shot of a teenage boy .mp4 +2026-05-13 23:07:10.362 | INFO | __main__:save_checkpoint:1629 - Checkpoint saved at step 100 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-100 +2026-05-13 23:08:11.636 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0) +2026-05-13 23:08:12.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:08:12.976 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:08:13.125 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:08:13.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.12s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-13 23:09:22.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_0/index_2391_seed_20199_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:09:30.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:09:55.441 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:09:55.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:09:55.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.55s/it][01:10<00:00, 3.10s/it] +100%|██████████| 20/20 [01:10<00:00, 3.55s/it] +2026-05-13 23:11:12.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000100/group_0/index_2391_seed_20200_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:11:19.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:11:45.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:11:54.214 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:11:54.259 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:11:55.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.16s/it] +2026-05-13 23:14:05.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.01s (2.17min) +2026-05-13 23:14:06.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:16:15.031 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 100: training: 50%|█████ | 1/2 [03:41<03:41, 221.45s/it] 2026-05-13 23:23:40.584 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 101, train_steps: 4040 +Global Step 100: training: 100%|██████████| 2/2 [07:25<00:00, 222.77s/it]0, 10.93s/it] +2026-05-13 23:23:41.776 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 101 train_steps 4040 {'step': '101/10000', 'learning_rate': '0.00001000', 'loss': '6.566e-08', 'grad_norm': '0.00480516', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.01110840', 'grpo_loop_time': '445.77285767', 'ref_model_time': '130.00799561', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85394025', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12724149', 'token_credit_video_advantage_mean': '-3.725e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.566e-08', 'kl_loss': '0.00713022', 'kl_moving': '0.00713022', 'kl_stepwise': '-1.982e-08', 'gathered_avg_reward_mean': '-0.12724149', 'gathered_avg_reward_std': '0.14228545', 'gathered_vlm_logprob_reward_mean': '-0.12724149', 'gathered_vlm_logprob_reward_std': '0.14228545', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12724149', 'gathered_vlm_token_credit_reward_std': '0.14228545', 'gathered_vlm_yes_no_margin_reward_mean': '3.53515625', 'gathered_vlm_yes_no_margin_reward_std': '1.03493381', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.12774333', 'gathered_ori_avg_reward_mean': '-0.12724149', 'gathered_ori_avg_reward_std': '0.14228545'} +2026-05-13 23:23:41.931 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:23:42.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:23:42.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:23:42.294 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.05s/it][01:00<00:00, 3.03s/it] +100%|██████████| 20/20 [01:00<00:00, 3.05s/it] +2026-05-13 23:24:50.732 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_0/index_6886_seed_28497_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:24:55.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:25:21.625 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:25:21.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:25:21.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:12, 3.63s/it][01:12<00:00, 3.19s/it] +100%|██████████| 20/20 [01:12<00:00, 3.63s/it] +2026-05-13 23:26:41.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000101/group_0/index_6886_seed_28498_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:26:48.264 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:27:14.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:27:16.725 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:27:16.844 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:27:17.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.48s/it] +2026-05-13 23:29:26.708 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.48s (2.14min) +2026-05-13 23:29:27.707 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:31:37.936 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 101: training: 50%|█████ | 1/2 [03:41<03:41, 221.54s/it] 2026-05-13 23:39:02.992 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 102, train_steps: 4080 +Global Step 101: training: 100%|██████████| 2/2 [07:24<00:00, 222.44s/it]0, 10.86s/it] +2026-05-13 23:39:04.060 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 102 train_steps 4080 {'step': '102/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-08', 'grad_norm': '0.00590346', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.71386719', 'grpo_loop_time': '445.22415161', 'ref_model_time': '128.48382568', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84686100', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09560376', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.676e-08', 'kl_loss': '0.00750362', 'kl_moving': '0.00750362', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.09560375', 'gathered_avg_reward_std': '0.10920229', 'gathered_vlm_logprob_reward_mean': '-0.09560376', 'gathered_vlm_logprob_reward_std': '0.10920229', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09560376', 'gathered_vlm_token_credit_reward_std': '0.10920229', 'gathered_vlm_yes_no_margin_reward_mean': '3.65195322', 'gathered_vlm_yes_no_margin_reward_std': '0.77254272', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.09473440', 'gathered_ori_avg_reward_mean': '-0.09560376', 'gathered_ori_avg_reward_std': '0.10920229'} +2026-05-13 23:39:04.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:39:04.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:39:04.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:39:04.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.08s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-13 23:40:13.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_0/index_6375_seed_22232_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:40:21.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:40:46.788 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:40:46.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:40:46.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.35s/it][01:07<00:00, 3.09s/it] +100%|██████████| 20/20 [01:07<00:00, 3.35s/it] +2026-05-13 23:42:00.109 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000102/group_0/index_6375_seed_22233_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:42:07.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:42:31.342 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:42:36.665 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:42:36.827 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:42:38.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.46s/it] +2026-05-13 23:44:46.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.67s (2.14min) +2026-05-13 23:44:47.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-13 23:46:56.740 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 102: training: 50%|█████ | 1/2 [03:44<03:44, 224.70s/it] 2026-05-13 23:54:25.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 103, train_steps: 4120 +Global Step 102: training: 100%|██████████| 2/2 [07:28<00:00, 224.44s/it]1, 11.06s/it] +2026-05-13 23:54:26.748 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 103 train_steps 4120 {'step': '103/10000', 'learning_rate': '0.00001000', 'loss': '2.142e-08', 'grad_norm': '0.00611928', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.48214722', 'grpo_loop_time': '449.13009644', 'ref_model_time': '128.66685486', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85735977', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08755077', 'token_credit_video_advantage_mean': '-1.676e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-08', 'kl_loss': '0.00802325', 'kl_moving': '0.00802325', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '-0.08755077', 'gathered_avg_reward_std': '0.11180373', 'gathered_vlm_logprob_reward_mean': '-0.08755078', 'gathered_vlm_logprob_reward_std': '0.11180373', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08755078', 'gathered_vlm_token_credit_reward_std': '0.11180373', 'gathered_vlm_yes_no_margin_reward_mean': '3.86562490', 'gathered_vlm_yes_no_margin_reward_std': '0.77548498', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08755078', 'gathered_ori_avg_reward_std': '0.11180373'} +2026-05-13 23:54:26.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-13 23:54:27.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-13 23:54:27.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:54:27.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.17s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-13 23:55:39.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_0/index_6280_seed_31269_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-13 23:55:44.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:56:10.856 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:56:10.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-13 23:56:10.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.51s/it][01:10<00:00, 3.08s/it] +100%|██████████| 20/20 [01:10<00:00, 3.51s/it] +2026-05-13 23:57:27.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000103/group_0/index_6280_seed_31270_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-13 23:57:34.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-13 23:58:02.407 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-13 23:58:04.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-13 23:58:04.761 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-13 23:58:06.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.97s/it] +2026-05-14 00:00:17.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 00:00:18.326 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:02:25.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 103: training: 50%|█████ | 1/2 [03:40<03:40, 220.60s/it] 2026-05-14 00:09:48.312 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 104, train_steps: 4160 +Global Step 103: training: 100%|██████████| 2/2 [07:23<00:00, 221.54s/it]0, 10.99s/it] +2026-05-14 00:09:49.265 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 104 train_steps 4160 {'step': '104/10000', 'learning_rate': '0.00001000', 'loss': '-6.938e-08', 'grad_norm': '0.00734764', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.29278564', 'grpo_loop_time': '443.36523438', 'ref_model_time': '130.96261597', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86658251', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08786269', 'token_credit_video_advantage_mean': '4.657e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.362e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.938e-08', 'kl_loss': '0.00715483', 'kl_moving': '0.00715483', 'kl_stepwise': '-1.890e-08', 'gathered_avg_reward_mean': '-0.08786269', 'gathered_avg_reward_std': '0.06991822', 'gathered_vlm_logprob_reward_mean': '-0.08786269', 'gathered_vlm_logprob_reward_std': '0.06991822', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08786269', 'gathered_vlm_token_credit_reward_std': '0.06991822', 'gathered_vlm_yes_no_margin_reward_mean': '3.49531245', 'gathered_vlm_yes_no_margin_reward_std': '0.71464688', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.08786269', 'gathered_ori_avg_reward_std': '0.06991822'} +2026-05-14 00:09:49.434 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:09:49.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:09:49.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:09:49.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.16s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-14 00:11:00.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_0/index_9442_seed_23321_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:11:09.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:11:40.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:11:40.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:11:40.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.10s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 00:12:48.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000104/group_0/index_9442_seed_23322_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:12:54.259 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:13:19.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:13:24.111 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:13:24.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:13:25.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.83s/it] +2026-05-14 00:15:37.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.51s (2.19min) +2026-05-14 00:15:38.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:17:43.784 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 104: training: 50%|█████ | 1/2 [03:42<03:42, 222.35s/it] 2026-05-14 00:25:09.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 105, train_steps: 4200 +Global Step 104: training: 100%|██████████| 2/2 [07:25<00:00, 222.58s/it]0, 10.93s/it] +2026-05-14 00:25:10.177 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 105 train_steps 4200 {'step': '105/10000', 'learning_rate': '0.00001000', 'loss': '4.005e-08', 'grad_norm': '0.00775891', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.82232666', 'grpo_loop_time': '445.46450806', 'ref_model_time': '131.50637817', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84470308', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13688545', 'token_credit_video_advantage_mean': '-4.191e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.005e-08', 'kl_loss': '0.00767740', 'kl_moving': '0.00767741', 'kl_stepwise': '-1.936e-08', 'gathered_avg_reward_mean': '-0.13688545', 'gathered_avg_reward_std': '0.14666985', 'gathered_vlm_logprob_reward_mean': '-0.13688546', 'gathered_vlm_logprob_reward_std': '0.14666986', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13688546', 'gathered_vlm_token_credit_reward_std': '0.14666986', 'gathered_vlm_yes_no_margin_reward_mean': '3.27382803', 'gathered_vlm_yes_no_margin_reward_std': '0.76108253', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569568', 'gathered_ori_avg_reward_mean': '-0.13688546', 'gathered_ori_avg_reward_std': '0.14666986'} +2026-05-14 00:25:10.357 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:25:10.477 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:25:10.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:25:10.564 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.26s/it][01:05<00:00, 3.08s/it] +100%|██████████| 20/20 [01:05<00:00, 3.26s/it] +2026-05-14 00:26:22.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_0/index_7083_seed_17328_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:26:29.897 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:26:53.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:26:53.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:26:53.630 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.38s/it][01:07<00:00, 3.07s/it] +100%|██████████| 20/20 [01:07<00:00, 3.38s/it] +2026-05-14 00:28:07.058 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000105/group_0/index_7083_seed_17329_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:28:13.072 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:28:39.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:28:40.769 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:28:40.963 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:28:42.088 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.10s/it] +2026-05-14 00:30:48.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.26s (2.10min) +2026-05-14 00:30:49.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:32:58.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 105: training: 50%|█████ | 1/2 [03:40<03:40, 220.08s/it] 2026-05-14 00:40:18.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 106, train_steps: 4240 +Global Step 105: training: 100%|██████████| 2/2 [07:19<00:00, 219.97s/it]0, 10.77s/it] +2026-05-14 00:40:19.367 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 106 train_steps 4240 {'step': '106/10000', 'learning_rate': '0.00001000', 'loss': '-2.270e-08', 'grad_norm': '0.00664021', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.09445190', 'grpo_loop_time': '440.15777588', 'ref_model_time': '126.26354980', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86054921', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08654562', 'token_credit_video_advantage_mean': '2.258e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.270e-08', 'kl_loss': '0.00793193', 'kl_moving': '0.00793193', 'kl_stepwise': '-1.975e-08', 'gathered_avg_reward_mean': '-0.08654562', 'gathered_avg_reward_std': '0.09661837', 'gathered_vlm_logprob_reward_mean': '-0.08654562', 'gathered_vlm_logprob_reward_std': '0.09661837', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08654562', 'gathered_vlm_token_credit_reward_std': '0.09661837', 'gathered_vlm_yes_no_margin_reward_mean': '3.58867168', 'gathered_vlm_yes_no_margin_reward_std': '0.90999144', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.07500000', 'gathered_ori_avg_reward_mean': '-0.08654562', 'gathered_ori_avg_reward_std': '0.09661837'} +2026-05-14 00:40:19.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:40:19.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:40:19.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:40:19.798 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.15s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 00:41:29.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_0/index_6976_seed_24611_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:41:36.790 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:41:57.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:41:58.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:41:58.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:09, 3.46s/it][01:09<00:00, 3.11s/it] +100%|██████████| 20/20 [01:09<00:00, 3.46s/it] +2026-05-14 00:43:13.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000106/group_0/index_6976_seed_24612_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:43:20.176 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:43:44.988 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:43:49.583 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:43:49.728 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:43:50.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.95s/it] +2026-05-14 00:45:56.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.58s (2.09min) +2026-05-14 00:45:57.661 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 00:48:05.116 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 106: training: 50%|█████ | 1/2 [03:37<03:37, 217.69s/it] 2026-05-14 00:55:23.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 107, train_steps: 4280 +Global Step 106: training: 100%|██████████| 2/2 [07:18<00:00, 219.21s/it]0, 10.80s/it] +2026-05-14 00:55:24.512 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 107 train_steps 4280 {'step': '107/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00600123', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.00363159', 'grpo_loop_time': '438.61495972', 'ref_model_time': '125.57542419', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87314093', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.18024264', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00712575', 'kl_moving': '0.00712575', 'kl_stepwise': '-1.879e-08', 'gathered_avg_reward_mean': '-0.18024263', 'gathered_avg_reward_std': '0.22453392', 'gathered_vlm_logprob_reward_mean': '-0.18024266', 'gathered_vlm_logprob_reward_std': '0.22453389', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.18024266', 'gathered_vlm_token_credit_reward_std': '0.22453389', 'gathered_vlm_yes_no_margin_reward_mean': '3.23750019', 'gathered_vlm_yes_no_margin_reward_std': '1.06923413', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.13046642', 'gathered_ori_avg_reward_mean': '-0.18024266', 'gathered_ori_avg_reward_std': '0.22453389'} +2026-05-14 00:55:24.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 00:55:24.867 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 00:55:24.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:55:24.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.16s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-14 00:56:35.894 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_0/index_6620_seed_1567_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 00:56:41.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:57:08.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:57:08.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 00:57:08.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.02s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-14 00:58:17.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000107/group_0/index_6620_seed_1568_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 00:58:22.107 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 00:58:47.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 00:58:53.097 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 00:58:53.124 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 00:58:54.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.84s/it] +2026-05-14 01:01:03.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.00s (2.15min) +2026-05-14 01:01:04.811 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:03:14.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 107: training: 50%|█████ | 1/2 [03:37<03:37, 217.83s/it] 2026-05-14 01:10:33.954 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 108, train_steps: 4320 +Global Step 107: training: 100%|██████████| 2/2 [07:19<00:00, 219.78s/it]0, 10.75s/it] +2026-05-14 01:10:34.906 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 108 train_steps 4320 {'step': '108/10000', 'learning_rate': '0.00001000', 'loss': '-2.887e-08', 'grad_norm': '0.00617711', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.99588013', 'grpo_loop_time': '439.80093384', 'ref_model_time': '129.00233459', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86215192', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15117902', 'token_credit_video_advantage_mean': '2.608e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.887e-08', 'kl_loss': '0.00771776', 'kl_moving': '0.00771776', 'kl_stepwise': '-2.007e-08', 'gathered_avg_reward_mean': '-0.15117903', 'gathered_avg_reward_std': '0.22888355', 'gathered_vlm_logprob_reward_mean': '-0.15117902', 'gathered_vlm_logprob_reward_std': '0.22888355', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15117902', 'gathered_vlm_token_credit_reward_std': '0.22888355', 'gathered_vlm_yes_no_margin_reward_mean': '3.49062490', 'gathered_vlm_yes_no_margin_reward_std': '1.12632298', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.10748364', 'gathered_ori_avg_reward_mean': '-0.15117902', 'gathered_ori_avg_reward_std': '0.22888355'} +2026-05-14 01:10:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:10:35.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:10:35.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:10:35.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.17s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-14 01:11:48.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_0/index_3393_seed_27727_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:11:55.824 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:12:23.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:12:23.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:12:23.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.14s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 01:13:32.697 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000108/group_0/index_3393_seed_27728_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 01:13:39.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:14:06.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:14:09.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:14:09.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 01:14:10.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.65s/it] +2026-05-14 01:16:20.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 01:16:21.148 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:18:23.978 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 108: training: 50%|█████ | 1/2 [03:38<03:38, 218.47s/it] 2026-05-14 01:25:42.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 109, train_steps: 4360 +Global Step 108: training: 100%|██████████| 2/2 [07:18<00:00, 219.41s/it]0, 10.77s/it] +2026-05-14 01:25:43.696 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 109 train_steps 4360 {'step': '109/10000', 'learning_rate': '0.00001000', 'loss': '6.147e-08', 'grad_norm': '0.00661960', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.93737793', 'grpo_loop_time': '438.82122803', 'ref_model_time': '129.15914917', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87078357', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12154833', 'token_credit_video_advantage_mean': '-2.841e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.392e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.147e-08', 'kl_loss': '0.00810335', 'kl_moving': '0.00810335', 'kl_stepwise': '-2.013e-08', 'gathered_avg_reward_mean': '-0.12154833', 'gathered_avg_reward_std': '0.12237149', 'gathered_vlm_logprob_reward_mean': '-0.12154834', 'gathered_vlm_logprob_reward_std': '0.12237148', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12154834', 'gathered_vlm_token_credit_reward_std': '0.12237148', 'gathered_vlm_yes_no_margin_reward_mean': '3.61523438', 'gathered_vlm_yes_no_margin_reward_std': '0.85532129', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.12154834', 'gathered_ori_avg_reward_std': '0.12237148'} +2026-05-14 01:25:43.831 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:25:43.964 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:25:44.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:25:44.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 3.07s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-14 01:26:55.537 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_0/index_8829_seed_14580_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:27:01.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:27:28.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:27:28.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:27:28.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.24s/it][01:04<00:00, 3.01s/it] +100%|██████████| 20/20 [01:04<00:00, 3.24s/it] +2026-05-14 01:28:40.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000109/group_0/index_8829_seed_14581_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 01:28:51.209 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:29:17.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:29:17.637 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:29:17.653 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 01:29:19.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.62s/it] +2026-05-14 01:31:26.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.45s (2.12min) +2026-05-14 01:31:27.602 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:33:32.443 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 109: training: 50%|█████ | 1/2 [03:40<03:40, 220.31s/it] 2026-05-14 01:40:54.309 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 110, train_steps: 4400 +Global Step 109: training: 100%|██████████| 2/2 [07:21<00:00, 220.87s/it]0, 10.85s/it] +2026-05-14 01:40:55.274 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 110 train_steps 4400 {'step': '110/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-08', 'grad_norm': '0.00918717', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.71493530', 'grpo_loop_time': '441.97711182', 'ref_model_time': '127.44865417', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87775785', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08868109', 'token_credit_video_advantage_mean': '-3.632e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.486e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.706e-08', 'kl_loss': '0.00802271', 'kl_moving': '0.00802271', 'kl_stepwise': '-1.933e-08', 'gathered_avg_reward_mean': '-0.08868109', 'gathered_avg_reward_std': '0.14096850', 'gathered_vlm_logprob_reward_mean': '-0.08868109', 'gathered_vlm_logprob_reward_std': '0.14096850', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08868109', 'gathered_vlm_token_credit_reward_std': '0.14096850', 'gathered_vlm_yes_no_margin_reward_mean': '3.68750000', 'gathered_vlm_yes_no_margin_reward_std': '0.96785241', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.08563869', 'gathered_ori_avg_reward_mean': '-0.08868109', 'gathered_ori_avg_reward_std': '0.14096850'} +2026-05-14 01:41:53.769 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0) +2026-05-14 01:41:57.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:41:57.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:41:57.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:41:57.604 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.13s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-14 01:43:09.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_0/index_1911_seed_6899_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:43:15.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:43:38.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:43:38.657 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:43:38.658 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:14, 3.73s/it][01:14<00:00, 3.07s/it] +100%|██████████| 20/20 [01:14<00:00, 3.73s/it] +2026-05-14 01:44:59.683 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000110/group_0/index_1911_seed_6900_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 01:45:07.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:45:31.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:45:32.476 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 01:45:32.646 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 01:45:34.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.46s/it] +2026-05-14 01:47:44.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.83s (2.18min) +2026-05-14 01:47:45.775 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 01:49:57.837 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 110: training: 50%|█████ | 1/2 [03:41<03:41, 221.55s/it] 2026-05-14 01:57:20.330 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 111, train_steps: 4440 +Global Step 110: training: 100%|██████████| 2/2 [07:22<00:00, 221.19s/it]0, 10.75s/it] +2026-05-14 01:57:21.137 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 111 train_steps 4440 {'step': '111/10000', 'learning_rate': '0.00001000', 'loss': '3.260e-08', 'grad_norm': '0.00677929', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.55697632', 'grpo_loop_time': '442.41741943', 'ref_model_time': '130.83329773', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87087798', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14022806', 'token_credit_video_advantage_mean': '-1.583e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.470e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.260e-08', 'kl_loss': '0.00785080', 'kl_moving': '0.00785080', 'kl_stepwise': '-1.968e-08', 'gathered_avg_reward_mean': '-0.14022806', 'gathered_avg_reward_std': '0.14654429', 'gathered_vlm_logprob_reward_mean': '-0.14022806', 'gathered_vlm_logprob_reward_std': '0.14654429', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14022806', 'gathered_vlm_token_credit_reward_std': '0.14654429', 'gathered_vlm_yes_no_margin_reward_mean': '3.18242192', 'gathered_vlm_yes_no_margin_reward_std': '1.01173460', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.10606603', 'gathered_ori_avg_reward_mean': '-0.14022806', 'gathered_ori_avg_reward_std': '0.14654429'} +2026-05-14 01:57:21.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 01:57:21.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 01:57:21.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:57:21.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.11s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 01:58:32.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_0/index_1325_seed_9876_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 01:58:39.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 01:59:05.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 01:59:05.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 01:59:05.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.39s/it][01:07<00:00, 3.14s/it] +100%|██████████| 20/20 [01:07<00:00, 3.39s/it] +2026-05-14 02:00:19.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000111/group_0/index_1325_seed_9877_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:00:30.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:00:56.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:00:56.930 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:00:56.944 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:00:58.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.60s/it] +2026-05-14 02:03:06.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.22s (2.14min) +2026-05-14 02:03:07.702 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:05:17.135 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 111: training: 50%|█████ | 1/2 [03:38<03:38, 218.43s/it] 2026-05-14 02:12:38.618 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 112, train_steps: 4480 +Global Step 111: training: 100%|██████████| 2/2 [07:21<00:00, 220.67s/it]0, 10.85s/it] +2026-05-14 02:12:39.572 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 112 train_steps 4480 {'step': '112/10000', 'learning_rate': '0.00001000', 'loss': '1.509e-07', 'grad_norm': '0.00471101', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.27593994', 'grpo_loop_time': '441.60784912', 'ref_model_time': '128.22036743', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86141878', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14184645', 'token_credit_video_advantage_mean': '-1.006e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.471e-07', 'kl_loss': '0.00662124', 'kl_moving': '0.00662125', 'kl_stepwise': '-1.871e-08', 'gathered_avg_reward_mean': '-0.14184646', 'gathered_avg_reward_std': '0.13967758', 'gathered_vlm_logprob_reward_mean': '-0.14184645', 'gathered_vlm_logprob_reward_std': '0.13967758', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14184645', 'gathered_vlm_token_credit_reward_std': '0.13967758', 'gathered_vlm_yes_no_margin_reward_mean': '3.39843750', 'gathered_vlm_yes_no_margin_reward_std': '0.91508490', 'gathered_vlm_yes_ratio_reward_mean': '0.94062495', 'gathered_vlm_yes_ratio_reward_std': '0.09137619', 'gathered_ori_avg_reward_mean': '-0.14184645', 'gathered_ori_avg_reward_std': '0.13967758'} +2026-05-14 02:12:39.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:12:39.953 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:12:39.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:12:40.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 02:13:50.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_0/index_3774_seed_17673_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:13:57.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:14:22.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:14:22.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:14:22.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.39s/it][01:07<00:00, 3.06s/it] +100%|██████████| 20/20 [01:07<00:00, 3.39s/it] +2026-05-14 02:15:36.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000112/group_0/index_3774_seed_17674_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:15:40.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:16:04.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:16:14.848 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:16:14.939 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:16:16.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.77s/it] +2026-05-14 02:18:25.860 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.21s (2.15min) +2026-05-14 02:18:26.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:20:37.559 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 112: training: 50%|█████ | 1/2 [03:38<03:38, 218.61s/it] 2026-05-14 02:27:58.690 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 113, train_steps: 4520 +Global Step 112: training: 100%|██████████| 2/2 [07:20<00:00, 220.47s/it]0, 10.81s/it] +2026-05-14 02:27:59.527 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 113 train_steps 4520 {'step': '113/10000', 'learning_rate': '0.00001000', 'loss': '-3.920e-08', 'grad_norm': '0.00629739', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.95059204', 'grpo_loop_time': '441.03250122', 'ref_model_time': '129.21115112', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.82621956', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08228910', 'token_credit_video_advantage_mean': '1.583e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.470e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.920e-08', 'kl_loss': '0.00745618', 'kl_moving': '0.00745618', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '-0.08228910', 'gathered_avg_reward_std': '0.08388983', 'gathered_vlm_logprob_reward_mean': '-0.08228910', 'gathered_vlm_logprob_reward_std': '0.08388983', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08228910', 'gathered_vlm_token_credit_reward_std': '0.08388983', 'gathered_vlm_yes_no_margin_reward_mean': '3.36835957', 'gathered_vlm_yes_no_margin_reward_std': '0.59971088', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.08228910', 'gathered_ori_avg_reward_std': '0.08388983'} +2026-05-14 02:27:59.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:27:59.813 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:27:59.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:27:59.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.19s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-14 02:29:10.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_0/index_8651_seed_3481_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:29:15.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:29:39.130 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:29:39.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:29:39.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:11, 3.56s/it][01:11<00:00, 3.04s/it] +100%|██████████| 20/20 [01:11<00:00, 3.56s/it] +2026-05-14 02:30:56.709 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000113/group_0/index_8651_seed_3482_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:31:04.808 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:31:29.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:31:34.900 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:31:35.034 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:31:36.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.95s/it] +2026-05-14 02:33:43.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.23s (2.10min) +2026-05-14 02:33:44.147 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:35:54.153 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 113: training: 50%|█████ | 1/2 [03:41<03:41, 221.96s/it] 2026-05-14 02:43:18.476 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 114, train_steps: 4560 +Global Step 113: training: 100%|██████████| 2/2 [07:24<00:00, 222.10s/it]1, 11.00s/it] +2026-05-14 02:43:19.279 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 114 train_steps 4560 {'step': '114/10000', 'learning_rate': '0.00001000', 'loss': '3.865e-08', 'grad_norm': '0.01673360', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.40216064', 'grpo_loop_time': '444.26318359', 'ref_model_time': '126.23426056', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86275923', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08983927', 'token_credit_video_advantage_mean': '-2.468e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.865e-08', 'kl_loss': '0.00748196', 'kl_moving': '0.00748196', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.08983926', 'gathered_avg_reward_std': '0.09702579', 'gathered_vlm_logprob_reward_mean': '-0.08983926', 'gathered_vlm_logprob_reward_std': '0.09702579', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08983926', 'gathered_vlm_token_credit_reward_std': '0.09702579', 'gathered_vlm_yes_no_margin_reward_mean': '3.62734365', 'gathered_vlm_yes_no_margin_reward_std': '0.82060522', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.08983926', 'gathered_ori_avg_reward_std': '0.09702579'} +2026-05-14 02:43:19.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:43:19.493 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:43:19.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:43:19.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.16s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 02:44:30.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_0/index_3140_seed_9372_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:44:36.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:45:02.699 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:45:02.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:45:02.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.45s/it][01:08<00:00, 3.35s/it] +100%|██████████| 20/20 [01:08<00:00, 3.45s/it] +2026-05-14 02:46:18.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000114/group_0/index_3140_seed_9373_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 02:46:25.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 02:46:51.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 02:46:54.925 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 02:46:55.059 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 02:46:56.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.40s/it] +2026-05-14 02:49:06.057 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-14 02:49:07.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 02:51:13.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 114: training: 50%|█████ | 1/2 [03:40<03:40, 220.87s/it] 2026-05-14 02:58:36.572 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 115, train_steps: 4600 +Global Step 114: training: 100%|██████████| 2/2 [07:23<00:00, 221.61s/it]0, 10.86s/it] +2026-05-14 02:58:37.224 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 115 train_steps 4600 {'step': '115/10000', 'learning_rate': '0.00001000', 'loss': '1.267e-07', 'grad_norm': '0.00646195', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.61535645', 'grpo_loop_time': '443.28326416', 'ref_model_time': '129.59539795', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86797118', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13930413', 'token_credit_video_advantage_mean': '-8.196e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.229e-07', 'kl_loss': '0.00747504', 'kl_moving': '0.00747505', 'kl_stepwise': '-1.996e-08', 'gathered_avg_reward_mean': '-0.13930413', 'gathered_avg_reward_std': '0.13287131', 'gathered_vlm_logprob_reward_mean': '-0.13930413', 'gathered_vlm_logprob_reward_std': '0.13287131', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13930413', 'gathered_vlm_token_credit_reward_std': '0.13287131', 'gathered_vlm_yes_no_margin_reward_mean': '3.38749981', 'gathered_vlm_yes_no_margin_reward_std': '0.96929419', 'gathered_vlm_yes_ratio_reward_mean': '0.92500001', 'gathered_vlm_yes_ratio_reward_std': '0.10307764', 'gathered_ori_avg_reward_mean': '-0.13930413', 'gathered_ori_avg_reward_std': '0.13287131'} +2026-05-14 02:58:37.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 02:58:37.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 02:58:37.739 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 02:58:37.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 3.17s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-14 02:59:49.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_0/index_9465_seed_28033_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 02:59:55.887 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:00:21.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:00:21.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:00:21.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.06s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-14 03:01:31.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000115/group_0/index_9465_seed_28034_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:01:36.255 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:02:02.248 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:02:09.338 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:02:09.354 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:02:10.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.82s/it] +2026-05-14 03:04:18.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.16s (2.12min) +2026-05-14 03:04:19.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:06:25.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 115: training: 50%|█████ | 1/2 [03:38<03:38, 218.62s/it] 2026-05-14 03:13:47.692 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 116, train_steps: 4640 +Global Step 115: training: 100%|██████████| 2/2 [07:21<00:00, 220.78s/it]0, 10.84s/it] +2026-05-14 03:13:48.689 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 116 train_steps 4640 {'step': '116/10000', 'learning_rate': '0.00001000', 'loss': '8.196e-08', 'grad_norm': '0.00891595', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.53640747', 'grpo_loop_time': '441.83468628', 'ref_model_time': '127.15627289', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85823816', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15413150', 'token_credit_video_advantage_mean': '-4.517e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.196e-08', 'kl_loss': '0.00864626', 'kl_moving': '0.00864626', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '-0.15413150', 'gathered_avg_reward_std': '0.14313467', 'gathered_vlm_logprob_reward_mean': '-0.15413150', 'gathered_vlm_logprob_reward_std': '0.14313465', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15413150', 'gathered_vlm_token_credit_reward_std': '0.14313465', 'gathered_vlm_yes_no_margin_reward_mean': '3.29648447', 'gathered_vlm_yes_no_margin_reward_std': '0.88377154', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08267973', 'gathered_ori_avg_reward_mean': '-0.15413150', 'gathered_ori_avg_reward_std': '0.14313465'} +2026-05-14 03:13:48.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:13:48.967 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:13:49.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:13:49.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 3.03s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-14 03:15:00.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_0/index_6284_seed_23811_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 03:15:08.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:15:35.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:15:35.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:15:35.399 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.25s/it][01:04<00:00, 3.36s/it] +100%|██████████| 20/20 [01:04<00:00, 3.25s/it] +2026-05-14 03:16:46.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000116/group_0/index_6284_seed_23812_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:16:53.916 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:17:19.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:17:21.254 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:17:21.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:17:22.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.66s/it] +2026-05-14 03:19:29.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.87s (2.11min) +2026-05-14 03:19:30.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:21:38.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 116: training: 50%|█████ | 1/2 [03:39<03:39, 219.56s/it] 2026-05-14 03:29:01.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 117, train_steps: 4680 +Global Step 116: training: 100%|██████████| 2/2 [07:22<00:00, 221.14s/it]0, 10.97s/it] +2026-05-14 03:29:02.350 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 117 train_steps 4680 {'step': '117/10000', 'learning_rate': '0.00001000', 'loss': '9.052e-08', 'grad_norm': '0.00828295', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.77117920', 'grpo_loop_time': '442.49597168', 'ref_model_time': '126.86988068', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90021181', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16776989', 'token_credit_video_advantage_mean': '-5.215e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.052e-08', 'kl_loss': '0.00883609', 'kl_moving': '0.00883609', 'kl_stepwise': '-1.849e-08', 'gathered_avg_reward_mean': '-0.16776988', 'gathered_avg_reward_std': '0.15796623', 'gathered_vlm_logprob_reward_mean': '-0.16776988', 'gathered_vlm_logprob_reward_std': '0.15796621', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16776988', 'gathered_vlm_token_credit_reward_std': '0.15796621', 'gathered_vlm_yes_no_margin_reward_mean': '3.28203130', 'gathered_vlm_yes_no_margin_reward_std': '0.87340778', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.09757809', 'gathered_ori_avg_reward_mean': '-0.16776988', 'gathered_ori_avg_reward_std': '0.15796621'} +2026-05-14 03:29:02.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:29:02.700 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:29:02.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:29:02.807 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.12s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-14 03:30:13.979 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_0/index_9434_seed_29584_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 03:30:20.008 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:30:45.979 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:30:45.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:30:45.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.38s/it][01:07<00:00, 3.34s/it] +100%|██████████| 20/20 [01:07<00:00, 3.38s/it] +2026-05-14 03:32:00.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000117/group_0/index_9434_seed_29585_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:32:05.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:32:28.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:32:35.997 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:32:36.145 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:32:37.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.47s/it] +2026-05-14 03:34:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 03:34:45.512 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:36:53.206 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 117: training: 50%|█████ | 1/2 [03:41<03:41, 221.71s/it] 2026-05-14 03:44:17.189 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 118, train_steps: 4720 +Global Step 117: training: 100%|██████████| 2/2 [07:23<00:00, 221.94s/it]0, 10.84s/it] +2026-05-14 03:44:18.201 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 118 train_steps 4720 {'step': '118/10000', 'learning_rate': '0.00001000', 'loss': '7.078e-08', 'grad_norm': '0.00716369', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.89480591', 'grpo_loop_time': '444.07373047', 'ref_model_time': '127.02220917', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88442844', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08281475', 'token_credit_video_advantage_mean': '-4.703e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.078e-08', 'kl_loss': '0.00829773', 'kl_moving': '0.00829773', 'kl_stepwise': '-1.937e-08', 'gathered_avg_reward_mean': '-0.08281474', 'gathered_avg_reward_std': '0.06314175', 'gathered_vlm_logprob_reward_mean': '-0.08281475', 'gathered_vlm_logprob_reward_std': '0.06314175', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08281475', 'gathered_vlm_token_credit_reward_std': '0.06314175', 'gathered_vlm_yes_no_margin_reward_mean': '3.68554688', 'gathered_vlm_yes_no_margin_reward_std': '0.78104758', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08281475', 'gathered_ori_avg_reward_std': '0.06314175'} +2026-05-14 03:44:18.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:44:18.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:44:18.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:44:18.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 03:45:29.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_0/index_5926_seed_8388_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 03:45:34.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:45:59.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:45:59.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:45:59.536 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.50s/it][01:10<00:00, 3.16s/it] +100%|██████████| 20/20 [01:10<00:00, 3.50s/it] +2026-05-14 03:47:16.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000118/group_0/index_5926_seed_8389_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 03:47:23.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 03:47:50.172 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 03:47:50.407 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 03:47:50.543 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 03:47:51.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.99s/it] +2026-05-14 03:50:01.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.86s (2.16min) +2026-05-14 03:50:02.952 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 03:52:14.348 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 118: training: 50%|█████ | 1/2 [03:38<03:38, 218.46s/it] 2026-05-14 03:59:34.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 119, train_steps: 4760 +Global Step 118: training: 100%|██████████| 2/2 [07:20<00:00, 220.13s/it]0, 10.77s/it] +2026-05-14 03:59:35.657 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 119 train_steps 4760 {'step': '119/10000', 'learning_rate': '0.00001000', 'loss': '1.518e-07', 'grad_norm': '0.00787494', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.45236206', 'grpo_loop_time': '440.42425537', 'ref_model_time': '129.86479187', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88511848', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09432115', 'token_credit_video_advantage_mean': '-8.265e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.401e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.513e-07', 'kl_loss': '0.00951262', 'kl_moving': '0.00951263', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.09432114', 'gathered_avg_reward_std': '0.10861778', 'gathered_vlm_logprob_reward_mean': '-0.09432115', 'gathered_vlm_logprob_reward_std': '0.10861778', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09432115', 'gathered_vlm_token_credit_reward_std': '0.10861778', 'gathered_vlm_yes_no_margin_reward_mean': '3.73203111', 'gathered_vlm_yes_no_margin_reward_std': '1.10553002', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.07500001', 'gathered_ori_avg_reward_mean': '-0.09432115', 'gathered_ori_avg_reward_std': '0.10861778'} +2026-05-14 03:59:35.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 03:59:35.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 03:59:35.987 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 03:59:36.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.07s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 04:00:45.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_0/index_4438_seed_5525_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:00:53.308 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:01:19.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:01:19.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:01:19.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.03s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-14 04:02:28.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000119/group_0/index_4438_seed_5526_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:02:35.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:02:57.623 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:03:05.396 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:03:05.564 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:03:06.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.61s/it] +2026-05-14 04:05:13.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.78s (2.11min) +2026-05-14 04:05:14.795 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:07:23.241 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 119: training: 50%|█████ | 1/2 [03:37<03:37, 217.55s/it] 2026-05-14 04:14:43.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 120, train_steps: 4800 +Global Step 119: training: 100%|██████████| 2/2 [07:20<00:00, 220.14s/it]0, 10.84s/it] +2026-05-14 04:14:44.617 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 120 train_steps 4800 {'step': '120/10000', 'learning_rate': '0.00001000', 'loss': '-2.282e-08', 'grad_norm': '0.00468337', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.85614014', 'grpo_loop_time': '440.51278687', 'ref_model_time': '126.78161621', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86617106', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12344266', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.421e-08', 'kl_loss': '0.00810997', 'kl_moving': '0.00810997', 'kl_stepwise': '-1.990e-08', 'gathered_avg_reward_mean': '-0.12344265', 'gathered_avg_reward_std': '0.15115960', 'gathered_vlm_logprob_reward_mean': '-0.12344266', 'gathered_vlm_logprob_reward_std': '0.15115960', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12344266', 'gathered_vlm_token_credit_reward_std': '0.15115960', 'gathered_vlm_yes_no_margin_reward_mean': '3.81562495', 'gathered_vlm_yes_no_margin_reward_std': '1.08946037', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11110242', 'gathered_ori_avg_reward_mean': '-0.12344266', 'gathered_ori_avg_reward_std': '0.15115960'} +2026-05-14 04:15:51.243 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0) +2026-05-14 04:15:56.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 04:15:57.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:15:57.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:15:57.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.17s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-14 04:17:09.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_0/index_2546_seed_31193_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:17:13.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:17:44.235 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:17:44.246 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:17:44.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.44s/it][01:08<00:00, 3.12s/it] +100%|██████████| 20/20 [01:08<00:00, 3.44s/it] +2026-05-14 04:18:59.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000120/group_0/index_2546_seed_31194_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:19:07.646 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:19:30.932 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:19:36.119 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:19:36.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:19:37.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.23s/it] +2026-05-14 04:21:44.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.83s (2.11min) +2026-05-14 04:21:45.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:23:55.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 120: training: 50%|█████ | 1/2 [03:42<03:42, 222.06s/it] 2026-05-14 04:31:21.565 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 121, train_steps: 4840 +Global Step 120: training: 100%|██████████| 2/2 [07:25<00:00, 222.90s/it]0, 10.89s/it] +2026-05-14 04:31:22.636 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 121 train_steps 4840 {'step': '121/10000', 'learning_rate': '0.00001000', 'loss': '3.306e-08', 'grad_norm': '0.00477739', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.45074463', 'grpo_loop_time': '446.14007568', 'ref_model_time': '126.82653809', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85538661', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10429044', 'token_credit_video_advantage_mean': '-8.848e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.306e-08', 'kl_loss': '0.00702455', 'kl_moving': '0.00702455', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.10429044', 'gathered_avg_reward_std': '0.10408865', 'gathered_vlm_logprob_reward_mean': '-0.10429043', 'gathered_vlm_logprob_reward_std': '0.10408865', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10429043', 'gathered_vlm_token_credit_reward_std': '0.10408865', 'gathered_vlm_yes_no_margin_reward_mean': '3.57421875', 'gathered_vlm_yes_no_margin_reward_std': '0.90226454', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.07545436', 'gathered_ori_avg_reward_mean': '-0.10429043', 'gathered_ori_avg_reward_std': '0.10408865'} +2026-05-14 04:31:23.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 04:31:23.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:31:23.275 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:31:23.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.32s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-14 04:32:35.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_0/index_8306_seed_11615_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:32:40.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:33:07.073 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:33:07.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:33:07.081 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.34s/it][01:06<00:00, 3.14s/it] +100%|██████████| 20/20 [01:06<00:00, 3.34s/it] +2026-05-14 04:34:20.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000121/group_0/index_8306_seed_11616_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:34:27.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:34:53.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:34:56.425 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:34:56.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:34:57.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.85s/it] +2026-05-14 04:37:08.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.67s (2.18min) +2026-05-14 04:37:09.626 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:39:18.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 121: training: 50%|█████ | 1/2 [03:39<03:39, 219.11s/it] 2026-05-14 04:46:40.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 122, train_steps: 4880 +Global Step 121: training: 100%|██████████| 2/2 [07:22<00:00, 221.33s/it]0, 10.86s/it] +2026-05-14 04:46:42.003 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 122 train_steps 4880 {'step': '122/10000', 'learning_rate': '0.00001000', 'loss': '-4.098e-08', 'grad_norm': '0.00460593', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.48687744', 'grpo_loop_time': '442.94567871', 'ref_model_time': '130.66947937', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87165183', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06389813', 'token_credit_video_advantage_mean': '3.166e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.396e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.098e-08', 'kl_loss': '0.00682459', 'kl_moving': '0.00682459', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.06389813', 'gathered_avg_reward_std': '0.04461505', 'gathered_vlm_logprob_reward_mean': '-0.06389813', 'gathered_vlm_logprob_reward_std': '0.04461505', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06389813', 'gathered_vlm_token_credit_reward_std': '0.04461505', 'gathered_vlm_yes_no_margin_reward_mean': '3.73749995', 'gathered_vlm_yes_no_margin_reward_std': '0.81280029', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.06389813', 'gathered_ori_avg_reward_std': '0.04461505'} +2026-05-14 04:46:42.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 04:46:42.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 04:46:42.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:46:42.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.22s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-14 04:47:54.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_0/index_6626_seed_32833_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 04:47:59.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:48:25.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:48:25.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 04:48:25.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.37s/it][01:07<00:00, 3.31s/it] +100%|██████████| 20/20 [01:07<00:00, 3.37s/it] +2026-05-14 04:49:39.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000122/group_0/index_6626_seed_32834_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 04:49:47.041 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 04:50:13.794 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 04:50:14.427 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 04:50:14.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 04:50:15.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.24s/it] +2026-05-14 04:52:23.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.02s (2.13min) +2026-05-14 04:52:24.966 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 04:54:29.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 122: training: 50%|█████ | 1/2 [03:39<03:39, 219.67s/it] 2026-05-14 05:01:50.677 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 123, train_steps: 4920 +Global Step 122: training: 100%|██████████| 2/2 [07:21<00:00, 220.55s/it]0, 10.83s/it] +2026-05-14 05:01:51.742 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 123 train_steps 4920 {'step': '123/10000', 'learning_rate': '0.00001000', 'loss': '1.339e-07', 'grad_norm': '0.00650548', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.67816162', 'grpo_loop_time': '441.38775635', 'ref_model_time': '128.02279663', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88903666', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13920373', 'token_credit_video_advantage_mean': '-8.289e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.491e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.339e-07', 'kl_loss': '0.00836501', 'kl_moving': '0.00836501', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '-0.13920373', 'gathered_avg_reward_std': '0.11978455', 'gathered_vlm_logprob_reward_mean': '-0.13920373', 'gathered_vlm_logprob_reward_std': '0.11978454', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13920373', 'gathered_vlm_token_credit_reward_std': '0.11978454', 'gathered_vlm_yes_no_margin_reward_mean': '3.52695322', 'gathered_vlm_yes_no_margin_reward_std': '0.67842454', 'gathered_vlm_yes_ratio_reward_mean': '0.93125004', 'gathered_vlm_yes_ratio_reward_std': '0.11301963', 'gathered_ori_avg_reward_mean': '-0.13920373', 'gathered_ori_avg_reward_std': '0.11978454'} +2026-05-14 05:01:51.926 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:01:52.054 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:01:52.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:01:52.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.10s/it][01:01<00:00, 3.10s/it] +100%|██████████| 20/20 [01:01<00:00, 3.10s/it] +2026-05-14 05:03:01.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_0/index_8544_seed_7706_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:03:07.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:03:35.854 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:03:35.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:03:35.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.00s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-14 05:04:45.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000123/group_0/index_8544_seed_7707_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:04:53.057 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:05:20.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:05:21.436 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:05:21.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:05:22.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.65s/it] +2026-05-14 05:07:31.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.72s (2.15min) +2026-05-14 05:07:32.711 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:09:41.367 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 123: training: 50%|█████ | 1/2 [03:41<03:41, 221.60s/it] 2026-05-14 05:17:04.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 124, train_steps: 4960 +Global Step 123: training: 100%|██████████| 2/2 [07:23<00:00, 221.70s/it]0, 10.83s/it] +2026-05-14 05:17:05.817 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 124 train_steps 4960 {'step': '124/10000', 'learning_rate': '0.00001000', 'loss': '4.703e-08', 'grad_norm': '0.00476626', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.72622681', 'grpo_loop_time': '443.60086060', 'ref_model_time': '128.71603394', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87501520', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09785976', 'token_credit_video_advantage_mean': '-2.235e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.703e-08', 'kl_loss': '0.00703525', 'kl_moving': '0.00703525', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '-0.09785976', 'gathered_avg_reward_std': '0.09034219', 'gathered_vlm_logprob_reward_mean': '-0.09785976', 'gathered_vlm_logprob_reward_std': '0.09034220', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09785976', 'gathered_vlm_token_credit_reward_std': '0.09034220', 'gathered_vlm_yes_no_margin_reward_mean': '3.57265615', 'gathered_vlm_yes_no_margin_reward_std': '0.82036716', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.09785976', 'gathered_ori_avg_reward_std': '0.09034220'} +2026-05-14 05:17:06.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:17:06.216 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:17:06.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:17:06.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.05s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-14 05:18:17.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_0/index_3437_seed_7978_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:18:26.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:18:52.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:18:52.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:18:52.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.09s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 05:20:01.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000124/group_0/index_3437_seed_7979_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:20:07.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:20:35.591 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:20:37.701 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:20:37.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:20:39.183 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.03s/it] +2026-05-14 05:22:46.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.20s (2.12min) +2026-05-14 05:22:47.383 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:24:52.743 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 124: training: 50%|█████ | 1/2 [03:37<03:37, 217.96s/it] 2026-05-14 05:32:10.581 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 125, train_steps: 5000 +Global Step 124: training: 100%|██████████| 2/2 [07:17<00:00, 218.88s/it]0, 10.70s/it] +2026-05-14 05:32:11.600 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 125 train_steps 5000 {'step': '125/10000', 'learning_rate': '0.00001000', 'loss': '1.155e-07', 'grad_norm': '0.00838503', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.23937988', 'grpo_loop_time': '437.95974731', 'ref_model_time': '127.19961548', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85130924', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09071700', 'token_credit_video_advantage_mean': '-6.380e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.118e-07', 'kl_loss': '0.00837801', 'kl_moving': '0.00837802', 'kl_stepwise': '-1.993e-08', 'gathered_avg_reward_mean': '-0.09071700', 'gathered_avg_reward_std': '0.10069628', 'gathered_vlm_logprob_reward_mean': '-0.09071700', 'gathered_vlm_logprob_reward_std': '0.10069628', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09071700', 'gathered_vlm_token_credit_reward_std': '0.10069628', 'gathered_vlm_yes_no_margin_reward_mean': '3.76796865', 'gathered_vlm_yes_no_margin_reward_std': '0.86404383', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.09071700', 'gathered_ori_avg_reward_std': '0.10069628'} +2026-05-14 05:32:11.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:32:11.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:32:12.067 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:32:12.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.01s/it][01:00<00:00, 2.98s/it] +100%|██████████| 20/20 [01:00<00:00, 3.01s/it] +2026-05-14 05:33:20.053 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_0/index_5886_seed_33483_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:33:27.546 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:33:52.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:33:52.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:33:52.778 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.20s/it][01:03<00:00, 3.15s/it] +100%|██████████| 20/20 [01:03<00:00, 3.20s/it] +2026-05-14 05:35:02.817 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000125/group_0/index_5886_seed_33484_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:35:09.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:35:36.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:35:36.987 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:35:37.000 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:35:38.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.71s/it] +2026-05-14 05:37:45.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.32s (2.12min) +2026-05-14 05:37:46.640 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:39:52.752 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 125: training: 50%|█████ | 1/2 [03:39<03:39, 219.52s/it] 2026-05-14 05:47:12.744 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 126, train_steps: 5040 +Global Step 125: training: 100%|██████████| 2/2 [07:19<00:00, 219.92s/it]0, 10.78s/it] +2026-05-14 05:47:13.776 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 126 train_steps 5040 {'step': '126/10000', 'learning_rate': '0.00001000', 'loss': '-1.229e-07', 'grad_norm': '0.00778550', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.86807251', 'grpo_loop_time': '440.13189697', 'ref_model_time': '127.32154083', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86544675', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12568690', 'token_credit_video_advantage_mean': '7.916e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.404e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.229e-07', 'kl_loss': '0.00936441', 'kl_moving': '0.00936441', 'kl_stepwise': '-1.971e-08', 'gathered_avg_reward_mean': '-0.12568690', 'gathered_avg_reward_std': '0.10220614', 'gathered_vlm_logprob_reward_mean': '-0.12568690', 'gathered_vlm_logprob_reward_std': '0.10220614', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12568690', 'gathered_vlm_token_credit_reward_std': '0.10220614', 'gathered_vlm_yes_no_margin_reward_mean': '3.62578130', 'gathered_vlm_yes_no_margin_reward_std': '0.80326456', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.12568690', 'gathered_ori_avg_reward_std': '0.10220614'} +2026-05-14 05:47:13.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 05:47:14.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 05:47:14.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:47:14.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 3.16s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-14 05:48:23.008 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_0/index_2872_seed_21573_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 05:48:29.998 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:48:55.735 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:48:55.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 05:48:55.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 3.13s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-14 05:50:05.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000126/group_0/index_2872_seed_21574_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 05:50:12.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 05:50:37.097 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 05:50:40.464 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 05:50:40.479 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 05:50:42.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.69s/it] +2026-05-14 05:52:50.996 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.73s (2.15min) +2026-05-14 05:52:51.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 05:54:56.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 126: training: 50%|█████ | 1/2 [03:39<03:39, 219.38s/it] 2026-05-14 06:02:16.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 127, train_steps: 5080 +Global Step 126: training: 100%|██████████| 2/2 [07:19<00:00, 219.76s/it]0, 10.74s/it] +2026-05-14 06:02:17.016 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 127 train_steps 5080 {'step': '127/10000', 'learning_rate': '0.00001000', 'loss': '-3.586e-08', 'grad_norm': '0.00510778', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.89108276', 'grpo_loop_time': '439.52481079', 'ref_model_time': '128.73062134', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85500044', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13497122', 'token_credit_video_advantage_mean': '1.467e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.958e-08', 'kl_loss': '0.00750204', 'kl_moving': '0.00750204', 'kl_stepwise': '-1.883e-08', 'gathered_avg_reward_mean': '-0.13497120', 'gathered_avg_reward_std': '0.12931319', 'gathered_vlm_logprob_reward_mean': '-0.13497120', 'gathered_vlm_logprob_reward_std': '0.12931319', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13497120', 'gathered_vlm_token_credit_reward_std': '0.12931319', 'gathered_vlm_yes_no_margin_reward_mean': '3.35820317', 'gathered_vlm_yes_no_margin_reward_std': '0.78675622', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288798', 'gathered_ori_avg_reward_mean': '-0.13497120', 'gathered_ori_avg_reward_std': '0.12931319'} +2026-05-14 06:02:17.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:02:17.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:02:17.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:02:17.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 3.08s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-14 06:03:26.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_0/index_9926_seed_3387_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:03:33.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:04:01.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:04:01.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:04:01.152 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.23s/it][01:04<00:00, 3.02s/it] +100%|██████████| 20/20 [01:04<00:00, 3.23s/it] +2026-05-14 06:05:12.107 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000127/group_0/index_9926_seed_3388_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:05:19.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:05:45.759 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:05:46.859 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:05:47.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:05:48.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.63s/it] +2026-05-14 06:07:54.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.90s (2.10min) +2026-05-14 06:07:55.124 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:09:59.679 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 127: training: 50%|█████ | 1/2 [03:39<03:39, 219.57s/it] 2026-05-14 06:17:20.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 128, train_steps: 5120 +Global Step 127: training: 100%|██████████| 2/2 [07:20<00:00, 220.15s/it]0, 10.73s/it] +2026-05-14 06:17:21.129 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 128 train_steps 5120 {'step': '128/10000', 'learning_rate': '0.00001000', 'loss': '-5.960e-08', 'grad_norm': '0.00663577', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.93127441', 'grpo_loop_time': '440.54605103', 'ref_model_time': '125.89643097', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86005718', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10698079', 'token_credit_video_advantage_mean': '2.887e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.960e-08', 'kl_loss': '0.00864123', 'kl_moving': '0.00864123', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '-0.10698078', 'gathered_avg_reward_std': '0.09441077', 'gathered_vlm_logprob_reward_mean': '-0.10698078', 'gathered_vlm_logprob_reward_std': '0.09441078', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10698078', 'gathered_vlm_token_credit_reward_std': '0.09441078', 'gathered_vlm_yes_no_margin_reward_mean': '3.42304683', 'gathered_vlm_yes_no_margin_reward_std': '0.87015742', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.07545436', 'gathered_ori_avg_reward_mean': '-0.10698078', 'gathered_ori_avg_reward_std': '0.09441078'} +2026-05-14 06:17:21.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:17:21.445 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:17:21.514 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:17:21.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-14 06:18:31.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_0/index_4166_seed_4476_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:18:38.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:19:04.064 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:19:04.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:19:04.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.39s/it][01:07<00:00, 3.12s/it] +100%|██████████| 20/20 [01:07<00:00, 3.39s/it] +2026-05-14 06:20:18.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000128/group_0/index_4166_seed_4477_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:20:24.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:20:55.540 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:20:55.803 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:20:55.822 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:20:57.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.98s/it] +2026-05-14 06:23:06.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.20s (2.15min) +2026-05-14 06:23:07.655 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:25:09.741 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 128: training: 50%|█████ | 1/2 [03:37<03:37, 217.72s/it] 2026-05-14 06:32:27.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 129, train_steps: 5160 +Global Step 128: training: 100%|██████████| 2/2 [07:17<00:00, 218.88s/it]0, 10.76s/it] +2026-05-14 06:32:28.695 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 129 train_steps 5160 {'step': '129/10000', 'learning_rate': '0.00001000', 'loss': '-1.909e-08', 'grad_norm': '0.01061453', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.25955200', 'grpo_loop_time': '438.05224609', 'ref_model_time': '129.20147705', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87016243', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09641262', 'token_credit_video_advantage_mean': '1.211e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.909e-08', 'kl_loss': '0.01104570', 'kl_moving': '0.01104571', 'kl_stepwise': '-2.005e-08', 'gathered_avg_reward_mean': '-0.09641262', 'gathered_avg_reward_std': '0.12197262', 'gathered_vlm_logprob_reward_mean': '-0.09641261', 'gathered_vlm_logprob_reward_std': '0.12197263', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09641261', 'gathered_vlm_token_credit_reward_std': '0.12197263', 'gathered_vlm_yes_no_margin_reward_mean': '3.40195322', 'gathered_vlm_yes_no_margin_reward_std': '0.79708087', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242182', 'gathered_ori_avg_reward_mean': '-0.09641261', 'gathered_ori_avg_reward_std': '0.12197263'} +2026-05-14 06:32:28.896 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:32:29.045 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:32:29.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:32:29.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 2.98s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 06:33:37.563 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_0/index_9202_seed_27401_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:33:43.694 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:34:09.682 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:34:09.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:34:09.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.29s/it][01:05<00:00, 3.16s/it] +100%|██████████| 20/20 [01:05<00:00, 3.29s/it] +2026-05-14 06:35:21.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000129/group_0/index_9202_seed_27402_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:35:28.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:35:55.376 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:35:56.289 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:35:56.303 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:35:57.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.67s/it] +2026-05-14 06:38:04.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.80s (2.11min) +2026-05-14 06:38:05.610 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:40:13.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 129: training: 50%|█████ | 1/2 [03:37<03:37, 217.82s/it] 2026-05-14 06:47:31.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 130, train_steps: 5200 +Global Step 129: training: 100%|██████████| 2/2 [07:17<00:00, 218.91s/it]0, 10.75s/it] +2026-05-14 06:47:32.722 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 130 train_steps 5200 {'step': '130/10000', 'learning_rate': '0.00001000', 'loss': '-1.621e-07', 'grad_norm': '0.00778636', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.64358521', 'grpo_loop_time': '437.82714844', 'ref_model_time': '126.80386353', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85443395', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10607338', 'token_credit_video_advantage_mean': '1.015e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.549e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.621e-07', 'kl_loss': '0.00854727', 'kl_moving': '0.00854728', 'kl_stepwise': '-2.011e-08', 'gathered_avg_reward_mean': '-0.10607338', 'gathered_avg_reward_std': '0.12323172', 'gathered_vlm_logprob_reward_mean': '-0.10607339', 'gathered_vlm_logprob_reward_std': '0.12323172', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10607339', 'gathered_vlm_token_credit_reward_std': '0.12323172', 'gathered_vlm_yes_no_margin_reward_mean': '3.59687495', 'gathered_vlm_yes_no_margin_reward_std': '0.82629508', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.10607339', 'gathered_ori_avg_reward_std': '0.12323172'} +2026-05-14 06:48:27.456 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0) +2026-05-14 06:48:30.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 06:48:30.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 06:48:30.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:48:30.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 2.98s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 06:49:41.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_0/index_8496_seed_150_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 06:49:53.296 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:50:25.207 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:50:25.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 06:50:25.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.97s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 2.97s/it] +2026-05-14 06:51:31.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000130/group_0/index_8496_seed_151_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 06:51:38.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 06:52:04.747 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 06:52:04.756 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 06:52:04.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 06:52:06.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.27s/it] +2026-05-14 06:54:18.590 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.91s (2.20min) +2026-05-14 06:54:19.569 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 06:56:25.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 130: training: 50%|█████ | 1/2 [03:37<03:37, 217.25s/it] 2026-05-14 07:03:43.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 131, train_steps: 5240 +Global Step 130: training: 100%|██████████| 2/2 [07:17<00:00, 218.84s/it]0, 10.80s/it] +2026-05-14 07:03:44.438 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 131 train_steps 5240 {'step': '131/10000', 'learning_rate': '0.00001000', 'loss': '4.377e-08', 'grad_norm': '0.00513406', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.39083862', 'grpo_loop_time': '437.68218994', 'ref_model_time': '131.91056824', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87207305', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08842739', 'token_credit_video_advantage_mean': '-2.095e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.472e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.377e-08', 'kl_loss': '0.00778299', 'kl_moving': '0.00778300', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '-0.08842739', 'gathered_avg_reward_std': '0.08125758', 'gathered_vlm_logprob_reward_mean': '-0.08842739', 'gathered_vlm_logprob_reward_std': '0.08125758', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08842739', 'gathered_vlm_token_credit_reward_std': '0.08125758', 'gathered_vlm_yes_no_margin_reward_mean': '3.69960928', 'gathered_vlm_yes_no_margin_reward_std': '0.75474393', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614378', 'gathered_ori_avg_reward_mean': '-0.08842739', 'gathered_ori_avg_reward_std': '0.08125758'} +2026-05-14 07:03:44.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:03:44.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:03:44.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:03:44.882 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.11s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 07:04:54.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_0/index_5465_seed_19254_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:05:00.927 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:05:25.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:05:25.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:05:25.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 2.96s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-14 07:06:32.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000131/group_0/index_5465_seed_19255_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:06:37.114 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:06:59.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:07:07.917 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:07:07.935 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:07:09.347 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.75s/it] +2026-05-14 07:09:13.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.31s (2.07min) +2026-05-14 07:09:14.627 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:11:16.923 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 131: training: 50%|█████ | 1/2 [03:35<03:35, 215.75s/it] 2026-05-14 07:18:32.198 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 132, train_steps: 5280 +Global Step 131: training: 100%|██████████| 2/2 [07:15<00:00, 217.58s/it]0, 10.79s/it] +2026-05-14 07:18:33.084 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 132 train_steps 5280 {'step': '132/10000', 'learning_rate': '0.00001000', 'loss': '5.774e-08', 'grad_norm': '0.00717291', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '330.04025269', 'grpo_loop_time': '435.41055298', 'ref_model_time': '124.31379700', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87466884', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11747915', 'token_credit_video_advantage_mean': '-4.331e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.468e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.774e-08', 'kl_loss': '0.00797950', 'kl_moving': '0.00797950', 'kl_stepwise': '-2.017e-08', 'gathered_avg_reward_mean': '-0.11747916', 'gathered_avg_reward_std': '0.13673723', 'gathered_vlm_logprob_reward_mean': '-0.11747916', 'gathered_vlm_logprob_reward_std': '0.13673723', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11747916', 'gathered_vlm_token_credit_reward_std': '0.13673723', 'gathered_vlm_yes_no_margin_reward_mean': '3.38085938', 'gathered_vlm_yes_no_margin_reward_std': '0.90311682', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.09051717', 'gathered_ori_avg_reward_mean': '-0.11747916', 'gathered_ori_avg_reward_std': '0.13673723'} +2026-05-14 07:18:33.304 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:18:33.422 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:18:33.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:18:33.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 2.96s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 07:19:42.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_0/index_1410_seed_31397_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:19:46.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:20:12.408 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:20:12.420 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:20:12.421 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.24s/it][01:04<00:00, 2.96s/it] +100%|██████████| 20/20 [01:04<00:00, 3.24s/it] +2026-05-14 07:21:23.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000132/group_0/index_1410_seed_31398_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:21:30.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:21:56.678 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:21:57.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:21:57.039 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:21:58.384 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.79s/it] +2026-05-14 07:24:06.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.01s (2.13min) +2026-05-14 07:24:07.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:26:09.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 132: training: 50%|█████ | 1/2 [03:35<03:35, 215.07s/it] 2026-05-14 07:33:21.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 133, train_steps: 5320 +Global Step 132: training: 100%|██████████| 2/2 [07:11<00:00, 215.76s/it]0, 10.60s/it] +2026-05-14 07:33:22.487 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 133 train_steps 5320 {'step': '133/10000', 'learning_rate': '0.00001000', 'loss': '3.260e-08', 'grad_norm': '0.01046651', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.26562500', 'grpo_loop_time': '431.81250000', 'ref_model_time': '128.01481628', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85175610', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09958864', 'token_credit_video_advantage_mean': '-3.306e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.887e-08', 'kl_loss': '0.00940546', 'kl_moving': '0.00940546', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '-0.09958864', 'gathered_avg_reward_std': '0.06553397', 'gathered_vlm_logprob_reward_mean': '-0.09958864', 'gathered_vlm_logprob_reward_std': '0.06553397', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09958864', 'gathered_vlm_token_credit_reward_std': '0.06553397', 'gathered_vlm_yes_no_margin_reward_mean': '3.40312481', 'gathered_vlm_yes_no_margin_reward_std': '0.59508902', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261844', 'gathered_ori_avg_reward_mean': '-0.09958864', 'gathered_ori_avg_reward_std': '0.06553397'} +2026-05-14 07:33:22.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:33:22.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:33:22.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:33:22.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.98s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 2.98s/it] +2026-05-14 07:34:30.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_0/index_6838_seed_31328_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:34:38.044 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:35:04.298 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:35:04.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:35:04.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.08s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-14 07:36:14.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000133/group_0/index_6838_seed_31329_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:36:20.526 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:36:45.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:36:47.815 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:36:47.831 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:36:49.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.88s/it] +2026-05-14 07:38:59.139 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 07:39:00.061 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:41:05.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 133: training: 50%|█████ | 1/2 [03:37<03:37, 217.15s/it] 2026-05-14 07:48:20.617 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 134, train_steps: 5360 +Global Step 133: training: 100%|██████████| 2/2 [07:15<00:00, 217.61s/it]0, 10.67s/it] +2026-05-14 07:48:21.607 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 134 train_steps 5360 {'step': '134/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-09', 'grad_norm': '0.00748233', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.39529419', 'grpo_loop_time': '435.46075439', 'ref_model_time': '129.73115540', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87435895', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08469186', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.00776517', 'kl_moving': '0.00776517', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '-0.08469186', 'gathered_avg_reward_std': '0.09192173', 'gathered_vlm_logprob_reward_mean': '-0.08469185', 'gathered_vlm_logprob_reward_std': '0.09192174', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08469185', 'gathered_vlm_token_credit_reward_std': '0.09192174', 'gathered_vlm_yes_no_margin_reward_mean': '3.81914091', 'gathered_vlm_yes_no_margin_reward_std': '0.65002620', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.09270249', 'gathered_ori_avg_reward_mean': '-0.08469185', 'gathered_ori_avg_reward_std': '0.09192174'} +2026-05-14 07:48:21.705 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 07:48:21.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 07:48:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:48:21.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 3.00s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 3.00s/it] +2026-05-14 07:49:29.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_0/index_8760_seed_24004_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 07:49:35.793 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:49:59.465 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:49:59.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 07:49:59.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.37s/it][01:07<00:00, 2.97s/it] +100%|██████████| 20/20 [01:07<00:00, 3.37s/it] +2026-05-14 07:51:13.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000134/group_0/index_8760_seed_24005_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 07:51:17.984 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 07:51:42.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 07:51:47.743 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 07:51:47.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 07:51:49.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.42s/it] +2026-05-14 07:53:56.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.98s (2.12min) +2026-05-14 07:53:57.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 07:55:58.286 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 134: training: 50%|█████ | 1/2 [03:37<03:37, 217.86s/it] 2026-05-14 08:03:15.672 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 135, train_steps: 5400 +Global Step 134: training: 100%|██████████| 2/2 [07:17<00:00, 218.64s/it]0, 10.81s/it] +2026-05-14 08:03:16.432 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 135 train_steps 5400 {'step': '135/10000', 'learning_rate': '0.00001000', 'loss': '-8.568e-08', 'grad_norm': '0.00573516', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.47875977', 'grpo_loop_time': '437.27359009', 'ref_model_time': '126.97775269', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88275051', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11800950', 'token_credit_video_advantage_mean': '3.632e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.568e-08', 'kl_loss': '0.00772306', 'kl_moving': '0.00772306', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '-0.11800949', 'gathered_avg_reward_std': '0.12250590', 'gathered_vlm_logprob_reward_mean': '-0.11800949', 'gathered_vlm_logprob_reward_std': '0.12250589', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11800949', 'gathered_vlm_token_credit_reward_std': '0.12250589', 'gathered_vlm_yes_no_margin_reward_mean': '3.40703130', 'gathered_vlm_yes_no_margin_reward_std': '0.82911468', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08992185', 'gathered_ori_avg_reward_mean': '-0.11800949', 'gathered_ori_avg_reward_std': '0.12250589'} +2026-05-14 08:03:16.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:03:16.689 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:03:16.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:03:16.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.01s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 08:04:27.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_0/index_5260_seed_31378_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:04:35.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:05:01.876 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:05:01.884 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:05:01.885 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.00s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-14 08:06:11.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000135/group_0/index_5260_seed_31379_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:06:19.005 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:06:45.777 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:06:45.787 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:06:45.799 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:06:47.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.67s/it] +2026-05-14 08:08:52.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.42s (2.09min) +2026-05-14 08:08:53.464 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:10:56.179 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 135: training: 50%|█████ | 1/2 [03:37<03:37, 217.95s/it] 2026-05-14 08:18:14.262 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 136, train_steps: 5440 +Global Step 135: training: 100%|██████████| 2/2 [07:17<00:00, 218.98s/it]0, 10.72s/it] +2026-05-14 08:18:15.107 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 136 train_steps 5440 {'step': '136/10000', 'learning_rate': '0.00001000', 'loss': '3.818e-08', 'grad_norm': '0.00920605', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.84494019', 'grpo_loop_time': '438.12527466', 'ref_model_time': '125.41574097', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86805481', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13121913', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.818e-08', 'kl_loss': '0.00894496', 'kl_moving': '0.00894496', 'kl_stepwise': '-1.902e-08', 'gathered_avg_reward_mean': '-0.13121915', 'gathered_avg_reward_std': '0.12957662', 'gathered_vlm_logprob_reward_mean': '-0.13121915', 'gathered_vlm_logprob_reward_std': '0.12957661', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13121915', 'gathered_vlm_token_credit_reward_std': '0.12957661', 'gathered_vlm_yes_no_margin_reward_mean': '3.09492207', 'gathered_vlm_yes_no_margin_reward_std': '0.70023960', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569568', 'gathered_ori_avg_reward_mean': '-0.13121915', 'gathered_ori_avg_reward_std': '0.12957661'} +2026-05-14 08:18:15.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:18:15.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:18:15.585 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.01s/it][01:00<00:00, 3.04s/it] +100%|██████████| 20/20 [01:00<00:00, 3.01s/it] +2026-05-14 08:19:23.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_0/index_8451_seed_20629_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:19:30.915 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:19:55.090 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:19:55.111 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:19:55.112 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.40s/it][01:08<00:00, 3.04s/it] +100%|██████████| 20/20 [01:08<00:00, 3.40s/it] +2026-05-14 08:21:09.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000136/group_0/index_8451_seed_20630_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:21:17.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:21:42.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:21:47.024 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:21:47.040 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:21:48.643 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.46s/it] +2026-05-14 08:23:54.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.06s (2.10min) +2026-05-14 08:23:55.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:25:58.855 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 136: training: 50%|█████ | 1/2 [03:37<03:37, 217.38s/it] 2026-05-14 08:33:16.665 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 137, train_steps: 5480 +Global Step 136: training: 100%|██████████| 2/2 [07:17<00:00, 218.83s/it]0, 10.76s/it] +2026-05-14 08:33:17.520 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 137 train_steps 5480 {'step': '137/10000', 'learning_rate': '0.00001000', 'loss': '3.166e-08', 'grad_norm': '0.00719047', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.27117920', 'grpo_loop_time': '437.66809082', 'ref_model_time': '126.06396484', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85422856', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08250256', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.512e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.166e-08', 'kl_loss': '0.00864587', 'kl_moving': '0.00864587', 'kl_stepwise': '-1.984e-08', 'gathered_avg_reward_mean': '-0.08250256', 'gathered_avg_reward_std': '0.07927519', 'gathered_vlm_logprob_reward_mean': '-0.08250256', 'gathered_vlm_logprob_reward_std': '0.07927519', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08250256', 'gathered_vlm_token_credit_reward_std': '0.07927519', 'gathered_vlm_yes_no_margin_reward_mean': '3.69687510', 'gathered_vlm_yes_no_margin_reward_std': '0.76212209', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.08250256', 'gathered_ori_avg_reward_std': '0.07927519'} +2026-05-14 08:33:17.694 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:33:17.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:33:17.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:33:18.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.02s/it][01:00<00:00, 3.05s/it] +100%|██████████| 20/20 [01:00<00:00, 3.02s/it] +2026-05-14 08:34:26.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_0/index_5609_seed_28072_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:34:33.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:35:01.668 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:35:01.676 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:35:01.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.29s/it][01:05<00:00, 3.05s/it] +100%|██████████| 20/20 [01:05<00:00, 3.29s/it] +2026-05-14 08:36:13.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000137/group_0/index_5609_seed_28073_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:36:19.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:36:45.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:36:47.051 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:36:47.065 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:36:48.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.41s/it] +2026-05-14 08:38:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.93s (2.12min) +2026-05-14 08:38:56.415 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:41:05.994 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 137: training: 50%|█████ | 1/2 [03:37<03:37, 217.59s/it] 2026-05-14 08:48:23.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 138, train_steps: 5520 +Global Step 137: training: 100%|██████████| 2/2 [07:17<00:00, 218.52s/it]0, 10.74s/it] +2026-05-14 08:48:23.931 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 138 train_steps 5520 {'step': '138/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-08', 'grad_norm': '0.00694636', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.65737915', 'grpo_loop_time': '437.03948975', 'ref_model_time': '126.93262482', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87992877', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14039166', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-08', 'kl_loss': '0.00957795', 'kl_moving': '0.00957795', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '-0.14039168', 'gathered_avg_reward_std': '0.14511146', 'gathered_vlm_logprob_reward_mean': '-0.14039168', 'gathered_vlm_logprob_reward_std': '0.14511144', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14039168', 'gathered_vlm_token_credit_reward_std': '0.14511144', 'gathered_vlm_yes_no_margin_reward_mean': '3.25546861', 'gathered_vlm_yes_no_margin_reward_std': '0.72103536', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514586', 'gathered_ori_avg_reward_mean': '-0.14039168', 'gathered_ori_avg_reward_std': '0.14511144'} +2026-05-14 08:48:24.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 08:48:24.222 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 08:48:24.298 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:48:24.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.02s/it][01:00<00:00, 3.04s/it] +100%|██████████| 20/20 [01:00<00:00, 3.02s/it] +2026-05-14 08:49:32.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_0/index_4937_seed_20629_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 08:49:40.521 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:50:08.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:50:08.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 08:50:08.187 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.01s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-14 08:51:19.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000138/group_0/index_4937_seed_20630_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 08:51:24.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 08:51:51.164 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 08:51:52.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 08:51:52.750 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 08:51:54.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.86s/it] +2026-05-14 08:54:02.083 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.89s (2.13min) +2026-05-14 08:54:03.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 08:56:07.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 138: training: 50%|█████ | 1/2 [03:36<03:36, 216.50s/it] 2026-05-14 09:03:23.697 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 139, train_steps: 5560 +Global Step 138: training: 100%|██████████| 2/2 [07:15<00:00, 217.96s/it]0, 10.71s/it] +2026-05-14 09:03:24.816 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 139 train_steps 5560 {'step': '139/10000', 'learning_rate': '0.00001000', 'loss': '1.062e-07', 'grad_norm': '0.00619996', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.90997314', 'grpo_loop_time': '436.14093018', 'ref_model_time': '127.88616943', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86878014', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10280116', 'token_credit_video_advantage_mean': '-6.333e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.062e-07', 'kl_loss': '0.00837587', 'kl_moving': '0.00837587', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.10280116', 'gathered_avg_reward_std': '0.10264365', 'gathered_vlm_logprob_reward_mean': '-0.10280116', 'gathered_vlm_logprob_reward_std': '0.10264365', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10280116', 'gathered_vlm_token_credit_reward_std': '0.10264365', 'gathered_vlm_yes_no_margin_reward_mean': '3.32070303', 'gathered_vlm_yes_no_margin_reward_std': '0.64705700', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.10280116', 'gathered_ori_avg_reward_std': '0.10264365'} +2026-05-14 09:03:24.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:03:25.166 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:03:25.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:03:25.330 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.07s/it][01:01<00:00, 3.09s/it] +100%|██████████| 20/20 [01:01<00:00, 3.07s/it] +2026-05-14 09:04:34.584 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_0/index_6887_seed_19194_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:04:42.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:05:09.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:05:09.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:05:09.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.02s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 09:06:19.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000139/group_0/index_6887_seed_19195_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:06:26.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:06:52.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:06:53.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:06:53.246 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:06:54.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.86s/it] +2026-05-14 09:09:01.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.72s (2.11min) +2026-05-14 09:09:02.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:11:14.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 139: training: 50%|█████ | 1/2 [03:35<03:35, 215.88s/it] 2026-05-14 09:18:30.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 140, train_steps: 5600 +Global Step 139: training: 100%|██████████| 2/2 [07:15<00:00, 217.65s/it]0, 10.73s/it] +2026-05-14 09:18:31.188 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 140 train_steps 5600 {'step': '140/10000', 'learning_rate': '0.00001000', 'loss': '-8.196e-08', 'grad_norm': '0.00937190', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.19720459', 'grpo_loop_time': '435.30831909', 'ref_model_time': '126.72125244', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87025434', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12402493', 'token_credit_video_advantage_mean': '5.169e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.196e-08', 'kl_loss': '0.00988519', 'kl_moving': '0.00988519', 'kl_stepwise': '-1.872e-08', 'gathered_avg_reward_mean': '-0.12402493', 'gathered_avg_reward_std': '0.13305739', 'gathered_vlm_logprob_reward_mean': '-0.12402493', 'gathered_vlm_logprob_reward_std': '0.13305740', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12402493', 'gathered_vlm_token_credit_reward_std': '0.13305740', 'gathered_vlm_yes_no_margin_reward_mean': '3.48906279', 'gathered_vlm_yes_no_margin_reward_std': '0.89832604', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11659224', 'gathered_ori_avg_reward_mean': '-0.12402493', 'gathered_ori_avg_reward_std': '0.13305740'} +2026-05-14 09:19:26.267 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0) +2026-05-14 09:19:28.944 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:19:29.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:19:29.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:19:29.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.00s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 09:20:39.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_0/index_9944_seed_13142_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:20:46.037 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:21:11.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:21:11.877 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:21:11.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.27s/it][01:05<00:00, 3.05s/it] +100%|██████████| 20/20 [01:05<00:00, 3.27s/it] +2026-05-14 09:22:23.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000140/group_0/index_9944_seed_13143_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:22:30.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:22:57.577 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:23:01.336 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:23:01.351 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:23:02.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.96s/it] +2026-05-14 09:25:12.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.25s (2.15min) +2026-05-14 09:25:13.115 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:27:17.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 140: training: 50%|█████ | 1/2 [03:34<03:34, 214.66s/it] 2026-05-14 09:34:32.366 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 141, train_steps: 5640 +Global Step 140: training: 100%|██████████| 2/2 [07:14<00:00, 217.41s/it]0, 10.72s/it] +2026-05-14 09:34:33.201 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 141 train_steps 5640 {'step': '141/10000', 'learning_rate': '0.00001000', 'loss': '1.770e-08', 'grad_norm': '0.00606315', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.11596680', 'grpo_loop_time': '434.86517334', 'ref_model_time': '129.25137329', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87780005', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.25508320', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.770e-08', 'kl_loss': '0.00762439', 'kl_moving': '0.00762439', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '-0.25508323', 'gathered_avg_reward_std': '0.27614200', 'gathered_vlm_logprob_reward_mean': '-0.25508323', 'gathered_vlm_logprob_reward_std': '0.27614200', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.25508323', 'gathered_vlm_token_credit_reward_std': '0.27614200', 'gathered_vlm_yes_no_margin_reward_mean': '2.91015625', 'gathered_vlm_yes_no_margin_reward_std': '1.20300508', 'gathered_vlm_yes_ratio_reward_mean': '0.89062500', 'gathered_vlm_yes_ratio_reward_std': '0.16174704', 'gathered_ori_avg_reward_mean': '-0.25508323', 'gathered_ori_avg_reward_std': '0.27614200'} +2026-05-14 09:34:33.320 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:34:33.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:34:33.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:34:33.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 3.03s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 09:35:42.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_0/index_2462_seed_16563_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:35:50.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:36:15.449 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:36:15.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:36:15.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.15s/it][01:02<00:00, 3.02s/it] +100%|██████████| 20/20 [01:02<00:00, 3.15s/it] +2026-05-14 09:37:25.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000141/group_0/index_2462_seed_16564_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:37:33.506 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:37:58.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:38:02.133 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:38:02.149 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:38:03.517 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.26s/it] +2026-05-14 09:40:10.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.91s (2.12min) +2026-05-14 09:40:11.459 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:42:15.497 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 141: training: 50%|█████ | 1/2 [03:36<03:36, 217.00s/it] 2026-05-14 09:49:31.428 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 142, train_steps: 5680 +Global Step 141: training: 100%|██████████| 2/2 [07:15<00:00, 217.88s/it]0, 10.71s/it] +2026-05-14 09:49:32.189 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 142 train_steps 5680 {'step': '142/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00508320', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.08349609', 'grpo_loop_time': '435.77105713', 'ref_model_time': '126.91192627', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88335240', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14674486', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00775137', 'kl_moving': '0.00775137', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.14674488', 'gathered_avg_reward_std': '0.18118116', 'gathered_vlm_logprob_reward_mean': '-0.14674488', 'gathered_vlm_logprob_reward_std': '0.18118116', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14674488', 'gathered_vlm_token_credit_reward_std': '0.18118116', 'gathered_vlm_yes_no_margin_reward_mean': '3.43750000', 'gathered_vlm_yes_no_margin_reward_std': '0.97952682', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.10000000', 'gathered_ori_avg_reward_mean': '-0.14674488', 'gathered_ori_avg_reward_std': '0.18118116'} +2026-05-14 09:49:32.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 09:49:32.873 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 09:49:32.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:49:33.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 3.01s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 09:50:41.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_0/index_7728_seed_5274_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 09:50:47.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:51:12.818 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:51:12.836 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 09:51:12.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.30s/it][01:05<00:00, 3.00s/it] +100%|██████████| 20/20 [01:05<00:00, 3.30s/it] +2026-05-14 09:52:25.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000142/group_0/index_7728_seed_5275_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 09:52:32.726 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 09:52:59.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 09:53:00.547 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 09:53:00.563 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 09:53:02.066 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.55s/it] +2026-05-14 09:55:09.727 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.57s (2.13min) +2026-05-14 09:55:10.701 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 09:57:16.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 142: training: 50%|█████ | 1/2 [03:35<03:35, 215.80s/it] 2026-05-14 10:04:31.108 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 143, train_steps: 5720 +Global Step 142: training: 100%|██████████| 2/2 [07:14<00:00, 217.41s/it]0, 10.72s/it] +2026-05-14 10:04:31.896 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 143 train_steps 5720 {'step': '143/10000', 'learning_rate': '0.00001000', 'loss': '2.515e-08', 'grad_norm': '0.00819565', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.93753052', 'grpo_loop_time': '434.82427979', 'ref_model_time': '127.56882477', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86676919', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09312622', 'token_credit_video_advantage_mean': '-2.142e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.515e-08', 'kl_loss': '0.00878455', 'kl_moving': '0.00878455', 'kl_stepwise': '-1.983e-08', 'gathered_avg_reward_mean': '-0.09312622', 'gathered_avg_reward_std': '0.10605731', 'gathered_vlm_logprob_reward_mean': '-0.09312622', 'gathered_vlm_logprob_reward_std': '0.10605731', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09312622', 'gathered_vlm_token_credit_reward_std': '0.10605731', 'gathered_vlm_yes_no_margin_reward_mean': '3.78750038', 'gathered_vlm_yes_no_margin_reward_std': '0.96386880', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.07500000', 'gathered_ori_avg_reward_mean': '-0.09312622', 'gathered_ori_avg_reward_std': '0.10605731'} +2026-05-14 10:04:32.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:04:32.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:04:32.207 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:04:32.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.99s/it][00:59<00:00, 2.98s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-14 10:05:40.211 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_0/index_5308_seed_8721_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:05:47.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:06:13.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:06:13.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:06:13.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.27s/it][01:05<00:00, 3.16s/it] +100%|██████████| 20/20 [01:05<00:00, 3.27s/it] +2026-05-14 10:07:25.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000143/group_0/index_5308_seed_8722_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:07:32.448 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:08:01.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:08:01.221 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:08:01.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:08:02.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.95s/it] +2026-05-14 10:10:09.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.20s (2.10min) +2026-05-14 10:10:09.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:12:14.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 143: training: 50%|█████ | 1/2 [03:34<03:34, 214.76s/it] 2026-05-14 10:19:28.305 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 144, train_steps: 5760 +Global Step 143: training: 100%|██████████| 2/2 [07:13<00:00, 216.90s/it]0, 10.74s/it] +2026-05-14 10:19:29.035 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 144 train_steps 5760 {'step': '144/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-10', 'grad_norm': '0.00537075', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.77966309', 'grpo_loop_time': '433.79663086', 'ref_model_time': '126.19902802', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84901953', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14386573', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.00808607', 'kl_moving': '0.00808607', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '-0.14386573', 'gathered_avg_reward_std': '0.13646258', 'gathered_vlm_logprob_reward_mean': '-0.14386573', 'gathered_vlm_logprob_reward_std': '0.13646258', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14386573', 'gathered_vlm_token_credit_reward_std': '0.13646258', 'gathered_vlm_yes_no_margin_reward_mean': '3.31093740', 'gathered_vlm_yes_no_margin_reward_std': '0.99847412', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.14386573', 'gathered_ori_avg_reward_std': '0.13646258'} +2026-05-14 10:19:29.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:19:29.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:19:29.401 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:19:29.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.07s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 10:20:40.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_0/index_5288_seed_8132_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:20:47.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:21:14.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:21:14.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:21:14.271 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 2.98s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-14 10:22:25.259 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000144/group_0/index_5288_seed_8133_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:22:32.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:23:01.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:23:02.363 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:23:02.379 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:23:03.793 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.58s/it] +2026-05-14 10:25:15.258 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.41s (2.19min) +2026-05-14 10:25:16.074 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:27:21.172 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 144: training: 50%|█████ | 1/2 [03:33<03:33, 213.60s/it] 2026-05-14 10:34:34.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 145, train_steps: 5800 +Global Step 144: training: 100%|██████████| 2/2 [07:13<00:00, 216.55s/it]0, 10.85s/it] +2026-05-14 10:34:35.213 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 145 train_steps 5800 {'step': '145/10000', 'learning_rate': '0.00001000', 'loss': '-1.215e-07', 'grad_norm': '0.00548542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.79226685', 'grpo_loop_time': '433.10119629', 'ref_model_time': '131.41340637', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88527334', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10500789', 'token_credit_video_advantage_mean': '7.427e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.428e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.215e-07', 'kl_loss': '0.00767319', 'kl_moving': '0.00767319', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.10500789', 'gathered_avg_reward_std': '0.11218993', 'gathered_vlm_logprob_reward_mean': '-0.10500789', 'gathered_vlm_logprob_reward_std': '0.11218993', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10500789', 'gathered_vlm_token_credit_reward_std': '0.11218993', 'gathered_vlm_yes_no_margin_reward_mean': '3.51289082', 'gathered_vlm_yes_no_margin_reward_std': '0.81077939', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076781', 'gathered_ori_avg_reward_mean': '-0.10500789', 'gathered_ori_avg_reward_std': '0.11218993'} +2026-05-14 10:34:35.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:34:35.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:34:35.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:34:35.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.01s/it][01:00<00:00, 3.06s/it] +100%|██████████| 20/20 [01:00<00:00, 3.01s/it] +2026-05-14 10:35:43.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_0/index_3878_seed_25920_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:35:47.977 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:36:13.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:36:13.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:36:13.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.34s/it][01:06<00:00, 3.27s/it] +100%|██████████| 20/20 [01:06<00:00, 3.34s/it] +2026-05-14 10:37:27.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000145/group_0/index_3878_seed_25921_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:37:35.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:38:00.542 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:38:02.165 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:38:02.186 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:38:03.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.55s/it] +2026-05-14 10:40:09.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.87s (2.10min) +2026-05-14 10:40:10.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:42:13.594 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 145: training: 50%|█████ | 1/2 [03:37<03:37, 217.54s/it] 2026-05-14 10:49:31.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 146, train_steps: 5840 +Global Step 145: training: 100%|██████████| 2/2 [07:17<00:00, 218.75s/it]0, 10.77s/it] +2026-05-14 10:49:31.892 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 146 train_steps 5840 {'step': '146/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-07', 'grad_norm': '0.00462158', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.84606934', 'grpo_loop_time': '437.49835205', 'ref_model_time': '125.87053680', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84718663', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12953579', 'token_credit_video_advantage_mean': '7.451e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.410e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.024e-07', 'kl_loss': '0.00771532', 'kl_moving': '0.00771532', 'kl_stepwise': '-1.873e-08', 'gathered_avg_reward_mean': '-0.12953581', 'gathered_avg_reward_std': '0.15727268', 'gathered_vlm_logprob_reward_mean': '-0.12953581', 'gathered_vlm_logprob_reward_std': '0.15727268', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12953581', 'gathered_vlm_token_credit_reward_std': '0.15727268', 'gathered_vlm_yes_no_margin_reward_mean': '3.45039082', 'gathered_vlm_yes_no_margin_reward_std': '0.95578510', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806248', 'gathered_ori_avg_reward_mean': '-0.12953581', 'gathered_ori_avg_reward_std': '0.15727268'} +2026-05-14 10:49:32.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 10:49:32.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 10:49:32.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:49:32.329 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.15s/it][01:03<00:00, 3.18s/it] +100%|██████████| 20/20 [01:03<00:00, 3.15s/it] +2026-05-14 10:50:43.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_0/index_1422_seed_4519_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 10:50:50.079 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:51:15.030 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:51:15.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 10:51:15.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.12s/it][01:02<00:00, 2.99s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-14 10:52:24.004 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000146/group_0/index_1422_seed_4520_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 10:52:29.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 10:52:54.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 10:53:00.387 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 10:53:00.401 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 10:53:01.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.82s/it] +2026-05-14 10:55:08.760 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.62s (2.11min) +2026-05-14 10:55:09.538 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 10:57:15.165 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 146: training: 50%|█████ | 1/2 [03:35<03:35, 215.44s/it] 2026-05-14 11:04:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 147, train_steps: 5880 +Global Step 146: training: 100%|██████████| 2/2 [07:15<00:00, 217.81s/it]0, 10.81s/it] +2026-05-14 11:04:31.940 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 147 train_steps 5880 {'step': '147/10000', 'learning_rate': '0.00001000', 'loss': '-3.632e-08', 'grad_norm': '0.00683146', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.45098877', 'grpo_loop_time': '435.89083862', 'ref_model_time': '126.62244415', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86553156', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12005955', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.632e-08', 'kl_loss': '0.00787338', 'kl_moving': '0.00787338', 'kl_stepwise': '-1.880e-08', 'gathered_avg_reward_mean': '-0.12005953', 'gathered_avg_reward_std': '0.15078853', 'gathered_vlm_logprob_reward_mean': '-0.12005955', 'gathered_vlm_logprob_reward_std': '0.15078853', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12005955', 'gathered_vlm_token_credit_reward_std': '0.15078853', 'gathered_vlm_yes_no_margin_reward_mean': '3.60312510', 'gathered_vlm_yes_no_margin_reward_std': '0.83581334', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.09473442', 'gathered_ori_avg_reward_mean': '-0.12005955', 'gathered_ori_avg_reward_std': '0.15078853'} +2026-05-14 11:04:32.063 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:04:32.192 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:04:32.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:04:32.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.00s/it][01:00<00:00, 3.02s/it] +100%|██████████| 20/20 [01:00<00:00, 3.00s/it] +2026-05-14 11:05:40.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_0/index_9458_seed_866_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:05:47.101 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:06:13.197 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:06:13.205 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:06:13.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 2.98s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-14 11:07:22.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000147/group_0/index_9458_seed_867_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:07:28.872 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:07:55.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:07:56.731 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:07:56.765 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:07:58.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.05s/it] +2026-05-14 11:10:03.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.31s (2.09min) +2026-05-14 11:10:04.248 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:12:07.077 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 147: training: 50%|█████ | 1/2 [03:35<03:35, 215.30s/it] 2026-05-14 11:19:22.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 148, train_steps: 5920 +Global Step 147: training: 100%|██████████| 2/2 [07:15<00:00, 217.62s/it]0, 10.80s/it] +2026-05-14 11:19:23.168 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 148 train_steps 5920 {'step': '148/10000', 'learning_rate': '0.00001000', 'loss': '-2.328e-08', 'grad_norm': '0.00562825', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.12988281', 'grpo_loop_time': '435.23171997', 'ref_model_time': '125.30712128', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86401987', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16981325', 'token_credit_video_advantage_mean': '1.071e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.388e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.328e-08', 'kl_loss': '0.00859293', 'kl_moving': '0.00859294', 'kl_stepwise': '-1.933e-08', 'gathered_avg_reward_mean': '-0.16981325', 'gathered_avg_reward_std': '0.12881337', 'gathered_vlm_logprob_reward_mean': '-0.16981325', 'gathered_vlm_logprob_reward_std': '0.12881339', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16981325', 'gathered_vlm_token_credit_reward_std': '0.12881339', 'gathered_vlm_yes_no_margin_reward_mean': '3.02109385', 'gathered_vlm_yes_no_margin_reward_std': '0.77813405', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09921567', 'gathered_ori_avg_reward_mean': '-0.16981325', 'gathered_ori_avg_reward_std': '0.12881339'} +2026-05-14 11:19:23.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:19:23.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:19:23.540 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:19:23.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.00s/it][01:00<00:00, 3.04s/it] +100%|██████████| 20/20 [01:00<00:00, 3.00s/it] +2026-05-14 11:20:31.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_0/index_3484_seed_26788_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:20:38.509 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:21:03.652 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:21:03.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:21:03.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.23s/it][01:04<00:00, 3.17s/it] +100%|██████████| 20/20 [01:04<00:00, 3.23s/it] +2026-05-14 11:22:14.861 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000148/group_0/index_3484_seed_26789_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:22:22.463 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:22:48.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:22:48.915 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:22:48.965 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:22:50.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.07s/it] +2026-05-14 11:25:00.054 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.65s (2.16min) +2026-05-14 11:25:00.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:27:05.264 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 148: training: 50%|█████ | 1/2 [03:36<03:36, 216.16s/it] 2026-05-14 11:34:19.556 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 149, train_steps: 5960 +Global Step 148: training: 100%|██████████| 2/2 [07:14<00:00, 217.08s/it]0, 10.64s/it] +2026-05-14 11:34:20.333 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 149 train_steps 5960 {'step': '149/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00873221', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.53439331', 'grpo_loop_time': '434.16796875', 'ref_model_time': '129.65374756', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85611284', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10667833', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.488e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00947417', 'kl_moving': '0.00947417', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.10667832', 'gathered_avg_reward_std': '0.12730879', 'gathered_vlm_logprob_reward_mean': '-0.10667832', 'gathered_vlm_logprob_reward_std': '0.12730879', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10667832', 'gathered_vlm_token_credit_reward_std': '0.12730879', 'gathered_vlm_yes_no_margin_reward_mean': '3.76601577', 'gathered_vlm_yes_no_margin_reward_std': '1.01592171', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354143', 'gathered_ori_avg_reward_mean': '-0.10667832', 'gathered_ori_avg_reward_std': '0.12730879'} +2026-05-14 11:34:20.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:34:20.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:34:20.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:34:20.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.98s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-14 11:35:27.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_0/index_4688_seed_3903_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:35:33.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:36:02.483 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:36:02.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:36:02.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.12s/it][01:02<00:00, 2.98s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-14 11:37:11.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000149/group_0/index_4688_seed_3904_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:37:19.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:37:46.881 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:37:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:37:46.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:37:48.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.97s/it] +2026-05-14 11:39:56.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.70s (2.13min) +2026-05-14 11:39:56.859 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:42:03.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 149: training: 50%|█████ | 1/2 [03:36<03:36, 216.90s/it] 2026-05-14 11:49:18.907 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 150, train_steps: 6000 +Global Step 149: training: 100%|██████████| 2/2 [07:15<00:00, 217.70s/it]0, 10.76s/it] +2026-05-14 11:49:19.637 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 150 train_steps 6000 {'step': '150/10000', 'learning_rate': '0.00001000', 'loss': '4.191e-09', 'grad_norm': '0.00621176', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.37445068', 'grpo_loop_time': '435.39709473', 'ref_model_time': '127.70164490', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85195315', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15689965', 'token_credit_video_advantage_mean': '-1.281e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.00984120', 'kl_moving': '0.00984121', 'kl_stepwise': '-2.049e-08', 'gathered_avg_reward_mean': '-0.15689962', 'gathered_avg_reward_std': '0.16837217', 'gathered_vlm_logprob_reward_mean': '-0.15689963', 'gathered_vlm_logprob_reward_std': '0.16837218', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15689963', 'gathered_vlm_token_credit_reward_std': '0.16837218', 'gathered_vlm_yes_no_margin_reward_mean': '3.46015620', 'gathered_vlm_yes_no_margin_reward_std': '0.88962901', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.12050511', 'gathered_ori_avg_reward_mean': '-0.15689963', 'gathered_ori_avg_reward_std': '0.16837218'} +2026-05-14 11:50:11.592 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0) +2026-05-14 11:50:14.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 11:50:14.292 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 11:50:14.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:50:14.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.05s/it][01:00<00:00, 2.97s/it] +100%|██████████| 20/20 [01:00<00:00, 3.05s/it] +2026-05-14 11:51:23.059 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_0/index_4044_seed_18127_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 11:51:29.929 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:51:54.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:51:54.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 11:51:54.194 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.33s/it][01:06<00:00, 2.97s/it] +100%|██████████| 20/20 [01:06<00:00, 3.33s/it] +2026-05-14 11:53:07.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000150/group_0/index_4044_seed_18128_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 11:53:13.774 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 11:53:39.166 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 11:53:40.772 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 11:53:40.784 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 11:53:41.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.89s/it] +2026-05-14 11:55:46.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.26s (2.07min) +2026-05-14 11:55:47.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 11:57:50.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 150: training: 50%|█████ | 1/2 [03:35<03:35, 215.01s/it] 2026-05-14 12:05:04.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 151, train_steps: 6040 +Global Step 150: training: 100%|██████████| 2/2 [07:13<00:00, 216.71s/it]0, 10.63s/it] +2026-05-14 12:05:05.230 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 151 train_steps 6040 {'step': '151/10000', 'learning_rate': '0.00001000', 'loss': '-1.192e-07', 'grad_norm': '0.00843171', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.85153198', 'grpo_loop_time': '433.42871094', 'ref_model_time': '124.25988770', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88901043', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.21662255', 'token_credit_video_advantage_mean': '6.426e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.192e-07', 'kl_loss': '0.00843134', 'kl_moving': '0.00843134', 'kl_stepwise': '-1.956e-08', 'gathered_avg_reward_mean': '-0.21662255', 'gathered_avg_reward_std': '0.27021176', 'gathered_vlm_logprob_reward_mean': '-0.21662253', 'gathered_vlm_logprob_reward_std': '0.27021176', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.21662253', 'gathered_vlm_token_credit_reward_std': '0.27021176', 'gathered_vlm_yes_no_margin_reward_mean': '3.12070298', 'gathered_vlm_yes_no_margin_reward_std': '1.08525777', 'gathered_vlm_yes_ratio_reward_mean': '0.93125004', 'gathered_vlm_yes_ratio_reward_std': '0.11842059', 'gathered_ori_avg_reward_mean': '-0.21662253', 'gathered_ori_avg_reward_std': '0.27021176'} +2026-05-14 12:05:05.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:05:05.554 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:05:05.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:05:05.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.15s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 12:06:15.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_0/index_1029_seed_33428_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:06:20.359 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:06:44.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:06:44.905 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:06:44.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.36s/it][01:07<00:00, 2.98s/it] +100%|██████████| 20/20 [01:07<00:00, 3.36s/it] +2026-05-14 12:07:58.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000151/group_0/index_1029_seed_33429_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:08:04.893 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:08:29.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:08:33.788 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:08:33.806 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:08:35.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.19s/it] +2026-05-14 12:10:41.581 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.08s (2.10min) +2026-05-14 12:10:42.438 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:12:42.506 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 151: training: 50%|█████ | 1/2 [03:37<03:37, 217.38s/it] 2026-05-14 12:19:59.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 152, train_steps: 6080 +Global Step 151: training: 100%|██████████| 2/2 [07:16<00:00, 218.38s/it]0, 10.63s/it] +2026-05-14 12:20:00.121 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 152 train_steps 6080 {'step': '152/10000', 'learning_rate': '0.00001000', 'loss': '-5.495e-08', 'grad_norm': '0.00558864', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.99804688', 'grpo_loop_time': '436.76721191', 'ref_model_time': '126.08378601', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88580561', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07895382', 'token_credit_video_advantage_mean': '1.863e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.681e-08', 'kl_loss': '0.00720119', 'kl_moving': '0.00720120', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '-0.07895382', 'gathered_avg_reward_std': '0.06918966', 'gathered_vlm_logprob_reward_mean': '-0.07895382', 'gathered_vlm_logprob_reward_std': '0.06918966', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07895382', 'gathered_vlm_token_credit_reward_std': '0.06918966', 'gathered_vlm_yes_no_margin_reward_mean': '3.75000000', 'gathered_vlm_yes_no_margin_reward_std': '0.75191164', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841230', 'gathered_ori_avg_reward_mean': '-0.07895382', 'gathered_ori_avg_reward_std': '0.06918966'} +2026-05-14 12:20:00.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:20:00.409 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:20:00.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:20:00.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.99s/it][00:59<00:00, 2.96s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-14 12:21:08.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_0/index_2212_seed_5570_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:21:12.711 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:21:38.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:21:38.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:21:38.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.32s/it][01:06<00:00, 2.97s/it] +100%|██████████| 20/20 [01:06<00:00, 3.32s/it] +2026-05-14 12:22:51.374 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000152/group_0/index_2212_seed_5571_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:22:55.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:23:21.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:23:21.546 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:23:21.578 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:23:23.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.70s/it] +2026-05-14 12:25:31.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.44s (2.14min) +2026-05-14 12:25:32.522 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:27:37.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 152: training: 50%|█████ | 1/2 [03:36<03:36, 216.21s/it] 2026-05-14 12:34:52.340 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 153, train_steps: 6120 +Global Step 152: training: 100%|██████████| 2/2 [07:14<00:00, 217.16s/it]0, 10.64s/it] +2026-05-14 12:34:53.170 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 153 train_steps 6120 {'step': '153/10000', 'learning_rate': '0.00001000', 'loss': '-6.892e-08', 'grad_norm': '0.02316909', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.18081665', 'grpo_loop_time': '434.39831543', 'ref_model_time': '128.43571472', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85871899', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09175324', 'token_credit_video_advantage_mean': '3.539e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.892e-08', 'kl_loss': '0.00871311', 'kl_moving': '0.00871311', 'kl_stepwise': '-1.941e-08', 'gathered_avg_reward_mean': '-0.09175324', 'gathered_avg_reward_std': '0.07978524', 'gathered_vlm_logprob_reward_mean': '-0.09175324', 'gathered_vlm_logprob_reward_std': '0.07978524', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09175324', 'gathered_vlm_token_credit_reward_std': '0.07978524', 'gathered_vlm_yes_no_margin_reward_mean': '3.63124990', 'gathered_vlm_yes_no_margin_reward_std': '0.76180804', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.09175324', 'gathered_ori_avg_reward_std': '0.07978524'} +2026-05-14 12:34:53.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:34:53.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:34:53.592 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:34:53.685 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.00s/it][01:00<00:00, 2.97s/it] +100%|██████████| 20/20 [01:00<00:00, 3.00s/it] +2026-05-14 12:36:01.364 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_0/index_9823_seed_31536_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:36:08.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:36:35.066 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:36:35.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:36:35.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 2.97s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-14 12:37:41.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000153/group_0/index_9823_seed_31537_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:37:49.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:38:15.288 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:38:16.993 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:38:17.019 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:38:18.501 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.59s/it] +2026-05-14 12:40:25.084 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.47s (2.11min) +2026-05-14 12:40:25.930 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:42:33.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 153: training: 50%|█████ | 1/2 [03:35<03:35, 215.35s/it] 2026-05-14 12:49:46.762 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 154, train_steps: 6160 +Global Step 153: training: 100%|██████████| 2/2 [07:13<00:00, 216.92s/it]0, 10.68s/it] +2026-05-14 12:49:47.691 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 154 train_steps 6160 {'step': '154/10000', 'learning_rate': '0.00001000', 'loss': '-6.985e-08', 'grad_norm': '0.00584486', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '332.55468750', 'grpo_loop_time': '433.84548950', 'ref_model_time': '126.46839905', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88249904', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10054386', 'token_credit_video_advantage_mean': '4.005e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.985e-08', 'kl_loss': '0.00798745', 'kl_moving': '0.00798745', 'kl_stepwise': '-2.008e-08', 'gathered_avg_reward_mean': '-0.10054386', 'gathered_avg_reward_std': '0.09139968', 'gathered_vlm_logprob_reward_mean': '-0.10054386', 'gathered_vlm_logprob_reward_std': '0.09139968', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10054386', 'gathered_vlm_token_credit_reward_std': '0.09139968', 'gathered_vlm_yes_no_margin_reward_mean': '3.70117188', 'gathered_vlm_yes_no_margin_reward_std': '1.00168240', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.10054386', 'gathered_ori_avg_reward_std': '0.09139968'} +2026-05-14 12:49:47.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 12:49:47.980 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 12:49:48.003 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:49:48.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.97s/it][00:59<00:00, 2.96s/it] +100%|██████████| 20/20 [00:59<00:00, 2.97s/it] +2026-05-14 12:50:55.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_0/index_2876_seed_14120_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 12:51:03.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:51:29.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:51:29.532 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 12:51:29.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 2.99s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 12:52:36.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000154/group_0/index_2876_seed_14121_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 12:52:43.615 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 12:53:08.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 12:53:11.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 12:53:11.450 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 12:53:13.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.35s/it] +2026-05-14 12:55:16.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.78s (2.06min) +2026-05-14 12:55:17.637 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 12:57:20.857 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 154: training: 50%|█████ | 1/2 [03:34<03:34, 214.24s/it] 2026-05-14 13:04:34.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 155, train_steps: 6200 +Global Step 154: training: 100%|██████████| 2/2 [07:13<00:00, 216.64s/it]0, 10.77s/it] +2026-05-14 13:04:35.051 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 155 train_steps 6200 {'step': '155/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-09', 'grad_norm': '0.00634177', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '329.70434570', 'grpo_loop_time': '433.29061890', 'ref_model_time': '123.78497314', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88986516', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09997596', 'token_credit_video_advantage_mean': '8.615e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.399e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.00884300', 'kl_moving': '0.00884300', 'kl_stepwise': '-1.898e-08', 'gathered_avg_reward_mean': '-0.09997596', 'gathered_avg_reward_std': '0.11374088', 'gathered_vlm_logprob_reward_mean': '-0.09997595', 'gathered_vlm_logprob_reward_std': '0.11374088', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09997595', 'gathered_vlm_token_credit_reward_std': '0.11374088', 'gathered_vlm_yes_no_margin_reward_mean': '3.59609389', 'gathered_vlm_yes_no_margin_reward_std': '0.91249156', 'gathered_vlm_yes_ratio_reward_mean': '0.95624995', 'gathered_vlm_yes_ratio_reward_std': '0.08992183', 'gathered_ori_avg_reward_mean': '-0.09997595', 'gathered_ori_avg_reward_std': '0.11374088'} +2026-05-14 13:04:35.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:04:35.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:04:35.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:04:35.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.98s/it][00:59<00:00, 2.99s/it] +100%|██████████| 20/20 [00:59<00:00, 2.98s/it] +2026-05-14 13:05:42.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_0/index_8512_seed_14125_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:05:48.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:06:13.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:06:13.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:06:13.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.20s/it][01:03<00:00, 3.00s/it] +100%|██████████| 20/20 [01:03<00:00, 3.20s/it] +2026-05-14 13:07:23.785 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000155/group_0/index_8512_seed_14126_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:07:29.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:07:53.434 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:07:59.698 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:07:59.717 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:08:01.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.60s/it] +2026-05-14 13:10:06.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.22s (2.09min) +2026-05-14 13:10:07.176 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:12:07.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 155: training: 50%|█████ | 1/2 [03:34<03:34, 214.80s/it] 2026-05-14 13:19:20.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 156, train_steps: 6240 +Global Step 155: training: 100%|██████████| 2/2 [07:13<00:00, 216.72s/it]0, 10.62s/it] +2026-05-14 13:19:21.504 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 156 train_steps 6240 {'step': '156/10000', 'learning_rate': '0.00001000', 'loss': '5.215e-08', 'grad_norm': '0.00957558', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '331.98516846', 'grpo_loop_time': '433.43917847', 'ref_model_time': '125.22351074', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85011512', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06205475', 'token_credit_video_advantage_mean': '-1.770e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.843e-08', 'kl_loss': '0.01017540', 'kl_moving': '0.01017540', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '-0.06205475', 'gathered_avg_reward_std': '0.07134270', 'gathered_vlm_logprob_reward_mean': '-0.06205475', 'gathered_vlm_logprob_reward_std': '0.07134270', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06205475', 'gathered_vlm_token_credit_reward_std': '0.07134270', 'gathered_vlm_yes_no_margin_reward_mean': '3.98203135', 'gathered_vlm_yes_no_margin_reward_std': '0.64770436', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242182', 'gathered_ori_avg_reward_mean': '-0.06205475', 'gathered_ori_avg_reward_std': '0.07134270'} +2026-05-14 13:19:21.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:19:21.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:19:21.890 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:19:22.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.99s/it][00:59<00:00, 2.98s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-14 13:20:29.814 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_0/index_211_seed_8980_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:20:36.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:21:03.182 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:21:03.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:21:03.191 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.05s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 13:22:12.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000156/group_0/index_211_seed_8981_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:22:19.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:22:44.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:22:46.877 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:22:46.889 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:22:48.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.39s/it] +2026-05-14 13:24:54.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 13:24:55.636 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:27:02.608 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 156: training: 50%|█████ | 1/2 [03:35<03:35, 215.90s/it] 2026-05-14 13:34:17.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 157, train_steps: 6280 +Global Step 156: training: 100%|██████████| 2/2 [07:14<00:00, 217.38s/it]0, 10.66s/it] +2026-05-14 13:34:18.171 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 157 train_steps 6280 {'step': '157/10000', 'learning_rate': '0.00001000', 'loss': '-3.097e-08', 'grad_norm': '0.00631684', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.88815308', 'grpo_loop_time': '434.77072144', 'ref_model_time': '126.32881927', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85408294', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08431951', 'token_credit_video_advantage_mean': '1.537e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.360e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.097e-08', 'kl_loss': '0.00832724', 'kl_moving': '0.00832725', 'kl_stepwise': '-1.894e-08', 'gathered_avg_reward_mean': '-0.08431951', 'gathered_avg_reward_std': '0.08204105', 'gathered_vlm_logprob_reward_mean': '-0.08431950', 'gathered_vlm_logprob_reward_std': '0.08204105', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08431950', 'gathered_vlm_token_credit_reward_std': '0.08204105', 'gathered_vlm_yes_no_margin_reward_mean': '3.62890625', 'gathered_vlm_yes_no_margin_reward_std': '0.89677393', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.08431950', 'gathered_ori_avg_reward_std': '0.08204105'} +2026-05-14 13:34:18.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:34:18.549 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:34:18.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:34:18.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.98s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 2.98s/it] +2026-05-14 13:35:25.851 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_0/index_9845_seed_20996_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:35:32.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:35:58.933 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:35:58.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:35:58.943 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.19s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-14 13:37:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000157/group_0/index_9845_seed_20997_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:37:17.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:37:42.495 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:37:48.715 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:37:48.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:37:50.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.80s/it] +2026-05-14 13:39:57.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.36s (2.12min) +2026-05-14 13:39:58.502 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:42:04.128 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 157: training: 50%|█████ | 1/2 [03:36<03:36, 216.45s/it] 2026-05-14 13:49:20.858 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 158, train_steps: 6320 +Global Step 157: training: 100%|██████████| 2/2 [07:16<00:00, 218.35s/it]0, 10.98s/it] +2026-05-14 13:49:21.718 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 158 train_steps 6320 {'step': '158/10000', 'learning_rate': '0.00001000', 'loss': '-2.980e-08', 'grad_norm': '0.01198163', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.01583862', 'grpo_loop_time': '436.92031860', 'ref_model_time': '127.35976410', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87256765', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10852413', 'token_credit_video_advantage_mean': '2.119e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.383e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.980e-08', 'kl_loss': '0.01063280', 'kl_moving': '0.01063280', 'kl_stepwise': '-1.945e-08', 'gathered_avg_reward_mean': '-0.10852413', 'gathered_avg_reward_std': '0.12964067', 'gathered_vlm_logprob_reward_mean': '-0.10852413', 'gathered_vlm_logprob_reward_std': '0.12964067', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10852413', 'gathered_vlm_token_credit_reward_std': '0.12964067', 'gathered_vlm_yes_no_margin_reward_mean': '3.79843760', 'gathered_vlm_yes_no_margin_reward_std': '0.88602298', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806247', 'gathered_ori_avg_reward_mean': '-0.10852413', 'gathered_ori_avg_reward_std': '0.12964067'} +2026-05-14 13:49:22.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 13:49:22.135 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 13:49:22.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:49:22.227 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 3.00s/it][00:59<00:00, 2.96s/it] +100%|██████████| 20/20 [00:59<00:00, 3.00s/it] +2026-05-14 13:50:30.127 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_0/index_6871_seed_32862_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 13:50:35.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:51:06.555 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:51:06.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 13:51:06.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.15s/it][01:02<00:00, 2.97s/it] +100%|██████████| 20/20 [01:02<00:00, 3.15s/it] +2026-05-14 13:52:16.377 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000158/group_0/index_6871_seed_32863_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 13:52:21.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 13:52:48.471 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 13:52:49.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 13:52:49.835 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 13:52:51.237 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.73s/it] +2026-05-14 13:54:56.650 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.39s (2.09min) +2026-05-14 13:54:57.469 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 13:57:05.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 158: training: 50%|█████ | 1/2 [03:36<03:36, 216.01s/it] 2026-05-14 14:04:22.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 159, train_steps: 6360 +Global Step 158: training: 100%|██████████| 2/2 [07:16<00:00, 218.43s/it]0, 10.86s/it] +2026-05-14 14:04:23.641 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 159 train_steps 6360 {'step': '159/10000', 'learning_rate': '0.00001000', 'loss': '4.983e-08', 'grad_norm': '0.00861830', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.39636230', 'grpo_loop_time': '436.93505859', 'ref_model_time': '125.38737488', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86303324', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15196186', 'token_credit_video_advantage_mean': '-3.772e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.610e-08', 'kl_loss': '0.00963660', 'kl_moving': '0.00963660', 'kl_stepwise': '-1.897e-08', 'gathered_avg_reward_mean': '-0.15196188', 'gathered_avg_reward_std': '0.24452345', 'gathered_vlm_logprob_reward_mean': '-0.15196188', 'gathered_vlm_logprob_reward_std': '0.24452344', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15196188', 'gathered_vlm_token_credit_reward_std': '0.24452344', 'gathered_vlm_yes_no_margin_reward_mean': '3.53085947', 'gathered_vlm_yes_no_margin_reward_std': '0.98758644', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837547', 'gathered_ori_avg_reward_mean': '-0.15196188', 'gathered_ori_avg_reward_std': '0.24452344'} +2026-05-14 14:04:23.736 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:04:23.869 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:04:23.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:04:23.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.99s/it][00:59<00:00, 2.99s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-14 14:05:31.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_0/index_118_seed_28482_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:05:36.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:06:02.749 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:06:02.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:06:02.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.31s/it][01:06<00:00, 2.96s/it] +100%|██████████| 20/20 [01:06<00:00, 3.31s/it] +2026-05-14 14:07:14.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000159/group_0/index_118_seed_28483_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:07:20.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:07:44.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:07:48.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:07:48.460 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:07:49.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.17s/it] +2026-05-14 14:09:56.284 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 14:09:57.142 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:12:04.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 159: training: 50%|█████ | 1/2 [03:35<03:35, 215.29s/it] 2026-05-14 14:19:20.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 160, train_steps: 6400 +Global Step 159: training: 100%|██████████| 2/2 [07:15<00:00, 217.83s/it]0, 10.87s/it] +2026-05-14 14:19:20.934 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 160 train_steps 6400 {'step': '160/10000', 'learning_rate': '0.00001000', 'loss': '-9.499e-08', 'grad_norm': '0.00973919', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.34960938', 'grpo_loop_time': '435.67294312', 'ref_model_time': '126.32759857', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87530553', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07573327', 'token_credit_video_advantage_mean': '7.171e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.686e-08', 'kl_loss': '0.01046623', 'kl_moving': '0.01046624', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.07573327', 'gathered_avg_reward_std': '0.10158499', 'gathered_vlm_logprob_reward_mean': '-0.07573327', 'gathered_vlm_logprob_reward_std': '0.10158501', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07573327', 'gathered_vlm_token_credit_reward_std': '0.10158501', 'gathered_vlm_yes_no_margin_reward_mean': '3.90234375', 'gathered_vlm_yes_no_margin_reward_std': '1.00961888', 'gathered_vlm_yes_ratio_reward_mean': '0.98124999', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.07573327', 'gathered_ori_avg_reward_std': '0.10158501'} +2026-05-14 14:20:14.000 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0) +2026-05-14 14:20:16.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:20:16.344 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:20:16.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:20:16.600 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.12s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 14:21:27.165 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_0/index_4677_seed_31510_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:21:34.062 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:22:01.663 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:22:01.671 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:22:01.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 2.97s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 14:23:10.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000160/group_0/index_4677_seed_31511_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:23:15.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:23:39.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:23:42.311 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:23:42.337 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:23:43.485 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:44<00:00, 52.16s/it] +2026-05-14 14:25:51.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.56s (2.13min) +2026-05-14 14:25:52.059 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:27:52.233 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 160: training: 50%|█████ | 1/2 [03:37<03:37, 217.16s/it] 2026-05-14 14:35:09.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 161, train_steps: 6440 +Global Step 160: training: 100%|██████████| 2/2 [07:17<00:00, 218.75s/it]0, 10.87s/it] +2026-05-14 14:35:10.867 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 161 train_steps 6440 {'step': '161/10000', 'learning_rate': '0.00001000', 'loss': '-7.078e-08', 'grad_norm': '0.01146815', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.77090454', 'grpo_loop_time': '437.76779175', 'ref_model_time': '127.55874634', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87082744', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05287471', 'token_credit_video_advantage_mean': '5.204e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.078e-08', 'kl_loss': '0.00939288', 'kl_moving': '0.00939288', 'kl_stepwise': '-1.867e-08', 'gathered_avg_reward_mean': '-0.05287471', 'gathered_avg_reward_std': '0.05202767', 'gathered_vlm_logprob_reward_mean': '-0.05287471', 'gathered_vlm_logprob_reward_std': '0.05202767', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05287471', 'gathered_vlm_token_credit_reward_std': '0.05202767', 'gathered_vlm_yes_no_margin_reward_mean': '3.91249990', 'gathered_vlm_yes_no_margin_reward_std': '0.82732868', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.05287471', 'gathered_ori_avg_reward_std': '0.05202767'} +2026-05-14 14:35:11.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:35:11.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:35:11.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:35:11.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.99s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-14 14:36:18.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_0/index_8624_seed_17155_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:36:23.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:36:49.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:36:49.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:36:49.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 2.98s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-14 14:38:00.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000161/group_0/index_8624_seed_17156_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:38:04.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:38:33.814 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:38:36.335 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:38:36.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:38:37.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.00s/it] +2026-05-14 14:40:45.276 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.41s (2.12min) +2026-05-14 14:40:46.158 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:42:49.946 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 161: training: 50%|█████ | 1/2 [03:36<03:36, 216.86s/it] 2026-05-14 14:50:05.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 162, train_steps: 6480 +Global Step 161: training: 100%|██████████| 2/2 [07:15<00:00, 217.92s/it]0, 10.78s/it] +2026-05-14 14:50:06.523 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 162 train_steps 6480 {'step': '162/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00593862', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.04330444', 'grpo_loop_time': '435.84387207', 'ref_model_time': '127.41348267', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86704266', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10380456', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00893549', 'kl_moving': '0.00893550', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '-0.10380457', 'gathered_avg_reward_std': '0.11354670', 'gathered_vlm_logprob_reward_mean': '-0.10380455', 'gathered_vlm_logprob_reward_std': '0.11354671', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10380455', 'gathered_vlm_token_credit_reward_std': '0.11354671', 'gathered_vlm_yes_no_margin_reward_mean': '3.56015611', 'gathered_vlm_yes_no_margin_reward_std': '0.73955899', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.10380455', 'gathered_ori_avg_reward_std': '0.11354671'} +2026-05-14 14:50:06.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 14:50:06.804 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 14:50:06.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:50:06.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.98s/it][00:59<00:00, 2.96s/it] +100%|██████████| 20/20 [00:59<00:00, 2.98s/it] +2026-05-14 14:51:14.312 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_0/index_3190_seed_19671_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 14:51:21.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:51:45.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:51:45.702 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 14:51:45.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 2.97s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-14 14:52:57.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000162/group_0/index_3190_seed_19672_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 14:53:01.659 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 14:53:29.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 14:53:32.213 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 14:53:32.239 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 14:53:33.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.42s/it] +2026-05-14 14:55:40.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.69s (2.11min) +2026-05-14 14:55:41.322 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 14:57:42.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 162: training: 50%|█████ | 1/2 [03:37<03:37, 217.24s/it] 2026-05-14 15:04:58.372 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 163, train_steps: 6520 +Global Step 162: training: 100%|██████████| 2/2 [07:16<00:00, 218.01s/it]0, 10.77s/it] +2026-05-14 15:04:59.325 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 163 train_steps 6520 {'step': '163/10000', 'learning_rate': '0.00001000', 'loss': '-4.377e-08', 'grad_norm': '0.00899858', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.58303833', 'grpo_loop_time': '436.34231567', 'ref_model_time': '126.69240570', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86244935', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10958228', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.381e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.377e-08', 'kl_loss': '0.00855309', 'kl_moving': '0.00855309', 'kl_stepwise': '-1.878e-08', 'gathered_avg_reward_mean': '-0.10958228', 'gathered_avg_reward_std': '0.10320640', 'gathered_vlm_logprob_reward_mean': '-0.10958228', 'gathered_vlm_logprob_reward_std': '0.10320640', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10958228', 'gathered_vlm_token_credit_reward_std': '0.10320640', 'gathered_vlm_yes_no_margin_reward_mean': '3.45859385', 'gathered_vlm_yes_no_margin_reward_std': '0.83948243', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.10958228', 'gathered_ori_avg_reward_std': '0.10320640'} +2026-05-14 15:04:59.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:04:59.785 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:04:59.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:04:59.857 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 3.00s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 3.00s/it] +2026-05-14 15:06:07.809 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_0/index_1399_seed_15704_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:06:15.727 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:06:40.191 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:06:40.198 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:06:40.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 2.98s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 15:07:49.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000163/group_0/index_1399_seed_15705_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:07:56.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:08:27.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:08:27.713 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:08:27.729 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:08:29.424 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.56s/it] +2026-05-14 15:10:38.606 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.10s (2.15min) +2026-05-14 15:10:39.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:12:44.247 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 163: training: 50%|█████ | 1/2 [03:38<03:38, 218.57s/it] 2026-05-14 15:20:02.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 164, train_steps: 6560 +Global Step 163: training: 100%|██████████| 2/2 [07:18<00:00, 219.01s/it]0, 10.75s/it] +2026-05-14 15:20:03.071 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 164 train_steps 6560 {'step': '164/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.01331000', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.77267456', 'grpo_loop_time': '438.02154541', 'ref_model_time': '129.09799194', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87477857', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07687542', 'token_credit_video_advantage_mean': '1.537e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.00942062', 'kl_moving': '0.00942062', 'kl_stepwise': '-1.848e-08', 'gathered_avg_reward_mean': '-0.07687541', 'gathered_avg_reward_std': '0.12877491', 'gathered_vlm_logprob_reward_mean': '-0.07687542', 'gathered_vlm_logprob_reward_std': '0.12877491', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07687542', 'gathered_vlm_token_credit_reward_std': '0.12877491', 'gathered_vlm_yes_no_margin_reward_mean': '3.95390606', 'gathered_vlm_yes_no_margin_reward_std': '1.00316119', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.07173900', 'gathered_ori_avg_reward_mean': '-0.07687542', 'gathered_ori_avg_reward_std': '0.12877491'} +2026-05-14 15:20:03.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:20:03.282 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:20:03.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:20:03.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.01s/it][01:00<00:00, 3.05s/it] +100%|██████████| 20/20 [01:00<00:00, 3.01s/it] +2026-05-14 15:21:11.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_0/index_2623_seed_17235_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:21:17.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:21:43.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:21:43.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:21:43.626 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.33s/it][01:06<00:00, 3.03s/it] +100%|██████████| 20/20 [01:06<00:00, 3.33s/it] +2026-05-14 15:22:56.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000164/group_0/index_2623_seed_17236_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:23:03.589 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:23:29.680 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:23:30.371 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:23:30.388 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:23:31.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.33s/it] +2026-05-14 15:25:42.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-14 15:25:43.667 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:27:45.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 164: training: 50%|█████ | 1/2 [03:37<03:37, 217.80s/it] 2026-05-14 15:35:00.713 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 165, train_steps: 6600 +Global Step 164: training: 100%|██████████| 2/2 [07:15<00:00, 217.57s/it]0, 10.63s/it] +2026-05-14 15:35:01.388 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 165 train_steps 6600 {'step': '165/10000', 'learning_rate': '0.00001000', 'loss': '-7.695e-08', 'grad_norm': '0.00796507', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.45507812', 'grpo_loop_time': '435.14212036', 'ref_model_time': '130.96223450', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87494749', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11133903', 'token_credit_video_advantage_mean': '6.612e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.695e-08', 'kl_loss': '0.00903502', 'kl_moving': '0.00903502', 'kl_stepwise': '-1.931e-08', 'gathered_avg_reward_mean': '-0.11133903', 'gathered_avg_reward_std': '0.09243222', 'gathered_vlm_logprob_reward_mean': '-0.11133904', 'gathered_vlm_logprob_reward_std': '0.09243222', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11133904', 'gathered_vlm_token_credit_reward_std': '0.09243222', 'gathered_vlm_yes_no_margin_reward_mean': '3.49687505', 'gathered_vlm_yes_no_margin_reward_std': '0.97204590', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261844', 'gathered_ori_avg_reward_mean': '-0.11133904', 'gathered_ori_avg_reward_std': '0.09243222'} +2026-05-14 15:35:01.530 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:35:01.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:35:01.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:35:01.711 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.96s/it][00:59<00:00, 2.93s/it] +100%|██████████| 20/20 [00:59<00:00, 2.96s/it] +2026-05-14 15:36:08.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_0/index_5670_seed_16870_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:36:14.780 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:36:41.720 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:36:41.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:36:41.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.96s/it][00:59<00:00, 2.94s/it] +100%|██████████| 20/20 [00:59<00:00, 2.96s/it] +2026-05-14 15:37:47.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000165/group_0/index_5670_seed_16871_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:37:53.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:38:20.488 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:38:20.511 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:38:20.525 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:38:21.829 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.35s/it] +2026-05-14 15:40:26.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.21s (2.07min) +2026-05-14 15:40:26.925 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:42:33.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 165: training: 50%|█████ | 1/2 [03:34<03:34, 214.72s/it] 2026-05-14 15:49:47.454 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 166, train_steps: 6640 +Global Step 165: training: 100%|██████████| 2/2 [07:13<00:00, 216.74s/it]0, 10.74s/it] +2026-05-14 15:49:48.483 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 166 train_steps 6640 {'step': '166/10000', 'learning_rate': '0.00001000', 'loss': '6.054e-08', 'grad_norm': '0.01675925', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '325.34375000', 'grpo_loop_time': '433.75888062', 'ref_model_time': '124.20941925', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86943090', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09172035', 'token_credit_video_advantage_mean': '-4.540e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.382e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.054e-08', 'kl_loss': '0.00903507', 'kl_moving': '0.00903507', 'kl_stepwise': '-1.810e-08', 'gathered_avg_reward_mean': '-0.09172036', 'gathered_avg_reward_std': '0.07436197', 'gathered_vlm_logprob_reward_mean': '-0.09172036', 'gathered_vlm_logprob_reward_std': '0.07436196', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09172036', 'gathered_vlm_token_credit_reward_std': '0.07436196', 'gathered_vlm_yes_no_margin_reward_mean': '3.53007793', 'gathered_vlm_yes_no_margin_reward_std': '0.90052265', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.09172036', 'gathered_ori_avg_reward_std': '0.07436196'} +2026-05-14 15:49:48.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 15:49:48.918 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 15:49:49.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:49:49.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.98s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 2.98s/it] +2026-05-14 15:50:56.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_0/index_9254_seed_15485_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 15:51:02.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:51:28.497 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:51:28.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 15:51:28.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.29s/it][01:05<00:00, 2.98s/it] +100%|██████████| 20/20 [01:05<00:00, 3.29s/it] +2026-05-14 15:52:40.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000166/group_0/index_9254_seed_15486_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 15:52:48.200 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 15:53:14.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 15:53:14.268 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 15:53:14.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 15:53:15.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.50s/it] +2026-05-14 15:55:23.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.60s (2.13min) +2026-05-14 15:55:24.051 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 15:57:24.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 166: training: 50%|█████ | 1/2 [03:33<03:33, 213.66s/it] 2026-05-14 16:04:38.075 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 167, train_steps: 6680 +Global Step 166: training: 100%|██████████| 2/2 [07:13<00:00, 216.62s/it]0, 10.79s/it] +2026-05-14 16:04:38.828 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 167 train_steps 6680 {'step': '167/10000', 'learning_rate': '0.00001000', 'loss': '-1.802e-07', 'grad_norm': '0.01205340', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.33728027', 'grpo_loop_time': '433.24679565', 'ref_model_time': '127.59934998', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87288666', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07317410', 'token_credit_video_advantage_mean': '1.208e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.839e-07', 'kl_loss': '0.01000072', 'kl_moving': '0.01000072', 'kl_stepwise': '-2.034e-08', 'gathered_avg_reward_mean': '-0.07317410', 'gathered_avg_reward_std': '0.07728636', 'gathered_vlm_logprob_reward_mean': '-0.07317410', 'gathered_vlm_logprob_reward_std': '0.07728636', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07317410', 'gathered_vlm_token_credit_reward_std': '0.07728636', 'gathered_vlm_yes_no_margin_reward_mean': '3.82890630', 'gathered_vlm_yes_no_margin_reward_std': '0.98749220', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.07317410', 'gathered_ori_avg_reward_std': '0.07728636'} +2026-05-14 16:04:38.972 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:04:39.099 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:04:39.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:04:39.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 16:05:49.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_0/index_6713_seed_23219_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:05:55.309 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:06:20.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:06:20.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:06:20.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 2.97s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-14 16:07:28.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000167/group_0/index_6713_seed_23220_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:07:36.476 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:08:04.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:08:04.356 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:08:04.369 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:08:05.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.79s/it] +2026-05-14 16:10:13.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.67s (2.13min) +2026-05-14 16:10:14.446 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:12:17.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 167: training: 50%|█████ | 1/2 [03:34<03:34, 214.57s/it] 2026-05-14 16:19:32.563 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 168, train_steps: 6720 +Global Step 167: training: 100%|██████████| 2/2 [07:14<00:00, 217.22s/it]0, 10.71s/it] +2026-05-14 16:19:33.303 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 168 train_steps 6720 {'step': '168/10000', 'learning_rate': '0.00001000', 'loss': '-8.009e-08', 'grad_norm': '0.00993497', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.39962769', 'grpo_loop_time': '434.44860840', 'ref_model_time': '127.66775513', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87014985', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10810183', 'token_credit_video_advantage_mean': '4.703e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.009e-08', 'kl_loss': '0.00963995', 'kl_moving': '0.00963995', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '-0.10810182', 'gathered_avg_reward_std': '0.11950764', 'gathered_vlm_logprob_reward_mean': '-0.10810183', 'gathered_vlm_logprob_reward_std': '0.11950763', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10810183', 'gathered_vlm_token_credit_reward_std': '0.11950763', 'gathered_vlm_yes_no_margin_reward_mean': '3.68007803', 'gathered_vlm_yes_no_margin_reward_std': '1.09306407', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180269', 'gathered_ori_avg_reward_mean': '-0.10810183', 'gathered_ori_avg_reward_std': '0.11950763'} +2026-05-14 16:19:33.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:19:33.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:19:33.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:19:33.550 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 3.00s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-14 16:20:43.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_0/index_6348_seed_27062_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:20:49.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:21:16.260 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:21:16.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:21:16.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.43s/it][01:08<00:00, 3.25s/it] +100%|██████████| 20/20 [01:08<00:00, 3.43s/it] +2026-05-14 16:22:32.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000168/group_0/index_6348_seed_27063_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:22:37.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:23:02.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:23:04.232 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:23:04.257 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:23:05.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.53s/it] +2026-05-14 16:25:12.158 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.30s (2.11min) +2026-05-14 16:25:12.981 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:27:20.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 168: training: 50%|█████ | 1/2 [03:33<03:33, 213.46s/it] 2026-05-14 16:34:32.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 169, train_steps: 6760 +Global Step 168: training: 100%|██████████| 2/2 [07:12<00:00, 216.12s/it]0, 10.73s/it] +2026-05-14 16:34:33.374 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 169 train_steps 6760 {'step': '169/10000', 'learning_rate': '0.00001000', 'loss': '-5.309e-08', 'grad_norm': '0.00888854', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.50964355', 'grpo_loop_time': '432.29074097', 'ref_model_time': '126.30496216', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85725772', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07359116', 'token_credit_video_advantage_mean': '3.632e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.309e-08', 'kl_loss': '0.01072768', 'kl_moving': '0.01072768', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.07359116', 'gathered_avg_reward_std': '0.06941149', 'gathered_vlm_logprob_reward_mean': '-0.07359116', 'gathered_vlm_logprob_reward_std': '0.06941148', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07359116', 'gathered_vlm_token_credit_reward_std': '0.06941148', 'gathered_vlm_yes_no_margin_reward_mean': '3.55351567', 'gathered_vlm_yes_no_margin_reward_std': '0.65510124', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.07359116', 'gathered_ori_avg_reward_std': '0.06941148'} +2026-05-14 16:34:33.527 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:34:33.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:34:33.693 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:34:33.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.16s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-14 16:35:45.124 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_0/index_2266_seed_11959_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:35:53.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:36:22.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:36:22.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:36:22.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 3.00s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 16:37:29.834 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000169/group_0/index_2266_seed_11960_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:37:36.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:38:02.910 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:38:03.558 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:38:03.580 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:38:05.223 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:44<00:00, 52.33s/it] +2026-05-14 16:40:14.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.16s (2.15min) +2026-05-14 16:40:15.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:42:20.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 169: training: 50%|█████ | 1/2 [03:34<03:34, 214.95s/it] 2026-05-14 16:49:33.191 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 170, train_steps: 6800 +Global Step 169: training: 100%|██████████| 2/2 [07:12<00:00, 216.37s/it]0, 10.63s/it] +2026-05-14 16:49:33.815 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 170 train_steps 6800 {'step': '170/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00867265', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '341.69290161', 'grpo_loop_time': '432.73831177', 'ref_model_time': '129.16279602', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85977852', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12500785', 'token_credit_video_advantage_mean': '-4.005e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.414e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.706e-08', 'kl_loss': '0.00986330', 'kl_moving': '0.00986330', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.12500785', 'gathered_avg_reward_std': '0.12225349', 'gathered_vlm_logprob_reward_mean': '-0.12500787', 'gathered_vlm_logprob_reward_std': '0.12225349', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12500787', 'gathered_vlm_token_credit_reward_std': '0.12225349', 'gathered_vlm_yes_no_margin_reward_mean': '3.41445327', 'gathered_vlm_yes_no_margin_reward_std': '0.84814596', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.12500787', 'gathered_ori_avg_reward_std': '0.12225349'} +2026-05-14 16:50:25.724 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0) +2026-05-14 16:50:28.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 16:50:28.177 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 16:50:28.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:50:28.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.00s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 16:51:38.529 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_0/index_4261_seed_6135_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 16:51:45.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:52:09.351 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:52:09.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 16:52:09.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.30s/it][01:06<00:00, 3.09s/it] +100%|██████████| 20/20 [01:06<00:00, 3.30s/it] +2026-05-14 16:53:21.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000170/group_0/index_4261_seed_6136_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 16:53:27.063 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 16:53:53.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 16:53:55.505 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 16:53:55.520 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 16:53:56.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.93s/it] +2026-05-14 16:56:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.33s (2.07min) +2026-05-14 16:56:02.068 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 16:58:05.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 170: training: 50%|█████ | 1/2 [03:35<03:35, 215.71s/it] 2026-05-14 17:05:19.965 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 171, train_steps: 6840 +Global Step 170: training: 100%|██████████| 2/2 [07:14<00:00, 217.34s/it]0, 10.75s/it] +2026-05-14 17:05:20.709 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 171 train_steps 6840 {'step': '171/10000', 'learning_rate': '0.00001000', 'loss': '1.248e-07', 'grad_norm': '0.00728294', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.93872070', 'grpo_loop_time': '434.67199707', 'ref_model_time': '124.33481598', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86842656', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16386087', 'token_credit_video_advantage_mean': '-6.473e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.477e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.211e-07', 'kl_loss': '0.00861699', 'kl_moving': '0.00861699', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '-0.16386087', 'gathered_avg_reward_std': '0.16635503', 'gathered_vlm_logprob_reward_mean': '-0.16386086', 'gathered_vlm_logprob_reward_std': '0.16635503', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16386086', 'gathered_vlm_token_credit_reward_std': '0.16635503', 'gathered_vlm_yes_no_margin_reward_mean': '3.16562510', 'gathered_vlm_yes_no_margin_reward_std': '1.05791748', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09921567', 'gathered_ori_avg_reward_mean': '-0.16386086', 'gathered_ori_avg_reward_std': '0.16635503'} +2026-05-14 17:05:21.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:05:21.267 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:05:21.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:05:21.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.00s/it][01:00<00:00, 3.07s/it] +100%|██████████| 20/20 [01:00<00:00, 3.00s/it] +2026-05-14 17:06:28.848 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_0/index_8454_seed_19743_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:06:36.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:07:03.920 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:07:03.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:07:03.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.04s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 17:08:13.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000171/group_0/index_8454_seed_19744_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:08:19.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:08:43.717 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:08:47.709 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:08:47.730 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:08:49.190 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.61s/it] +2026-05-14 17:10:55.988 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.73s (2.11min) +2026-05-14 17:10:56.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:13:00.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 171: training: 50%|█████ | 1/2 [03:37<03:37, 217.08s/it] 2026-05-14 17:20:16.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 172, train_steps: 6880 +Global Step 171: training: 100%|██████████| 2/2 [07:16<00:00, 218.24s/it]0, 10.78s/it] +2026-05-14 17:20:17.547 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 172 train_steps 6880 {'step': '172/10000', 'learning_rate': '0.00001000', 'loss': '3.981e-08', 'grad_norm': '0.00612802', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '335.64126587', 'grpo_loop_time': '436.48339844', 'ref_model_time': '126.72586823', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85744792', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07219619', 'token_credit_video_advantage_mean': '-2.584e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.981e-08', 'kl_loss': '0.00860672', 'kl_moving': '0.00860672', 'kl_stepwise': '-1.934e-08', 'gathered_avg_reward_mean': '-0.07219617', 'gathered_avg_reward_std': '0.07668478', 'gathered_vlm_logprob_reward_mean': '-0.07219618', 'gathered_vlm_logprob_reward_std': '0.07668478', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07219618', 'gathered_vlm_token_credit_reward_std': '0.07668478', 'gathered_vlm_yes_no_margin_reward_mean': '3.96054673', 'gathered_vlm_yes_no_margin_reward_std': '0.82854122', 'gathered_vlm_yes_ratio_reward_mean': '0.98125005', 'gathered_vlm_yes_ratio_reward_std': '0.05829612', 'gathered_ori_avg_reward_mean': '-0.07219618', 'gathered_ori_avg_reward_std': '0.07668478'} +2026-05-14 17:20:17.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:20:17.838 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:20:17.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:20:17.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.01s/it][01:00<00:00, 2.96s/it] +100%|██████████| 20/20 [01:00<00:00, 3.01s/it] +2026-05-14 17:21:26.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_0/index_8254_seed_31702_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:21:34.419 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:21:59.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:21:59.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:21:59.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.35s/it][01:07<00:00, 3.03s/it] +100%|██████████| 20/20 [01:07<00:00, 3.35s/it] +2026-05-14 17:23:13.361 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000172/group_0/index_8254_seed_31703_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:23:19.214 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:23:47.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:23:48.368 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:23:48.400 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:23:50.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.93s/it] +2026-05-14 17:25:57.056 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.02s (2.12min) +2026-05-14 17:25:58.038 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:28:02.486 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 172: training: 50%|█████ | 1/2 [03:36<03:36, 216.65s/it] 2026-05-14 17:35:18.215 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 173, train_steps: 6920 +Global Step 172: training: 100%|██████████| 2/2 [07:15<00:00, 217.79s/it]0, 10.76s/it] +2026-05-14 17:35:18.984 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 173 train_steps 6920 {'step': '173/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00728775', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.26184082', 'grpo_loop_time': '435.58935547', 'ref_model_time': '127.01931763', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87773305', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12612227', 'token_credit_video_advantage_mean': '-1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00864544', 'kl_moving': '0.00864544', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '-0.12612227', 'gathered_avg_reward_std': '0.15972799', 'gathered_vlm_logprob_reward_mean': '-0.12612227', 'gathered_vlm_logprob_reward_std': '0.15972798', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12612227', 'gathered_vlm_token_credit_reward_std': '0.15972798', 'gathered_vlm_yes_no_margin_reward_mean': '3.46992183', 'gathered_vlm_yes_no_margin_reward_std': '0.84951937', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288799', 'gathered_ori_avg_reward_mean': '-0.12612227', 'gathered_ori_avg_reward_std': '0.15972798'} +2026-05-14 17:35:19.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:35:19.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:35:19.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:35:19.568 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 3.00s/it][00:59<00:00, 3.00s/it] +100%|██████████| 20/20 [00:59<00:00, 3.00s/it] +2026-05-14 17:36:27.521 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_0/index_4468_seed_16539_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:36:33.999 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:37:02.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:37:02.215 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:37:02.216 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.13s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-14 17:38:14.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000173/group_0/index_4468_seed_16540_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:38:25.575 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:38:53.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:38:54.261 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:38:54.277 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:38:55.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.93s/it] +2026-05-14 17:41:01.669 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.86s (2.10min) +2026-05-14 17:41:02.645 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:43:07.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 173: training: 50%|█████ | 1/2 [03:35<03:35, 215.67s/it] 2026-05-14 17:50:22.217 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 174, train_steps: 6960 +Global Step 173: training: 100%|██████████| 2/2 [07:14<00:00, 217.42s/it]0, 10.81s/it] +2026-05-14 17:50:23.208 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 174 train_steps 6960 {'step': '174/10000', 'learning_rate': '0.00001000', 'loss': '-6.962e-08', 'grad_norm': '0.00608216', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.41622925', 'grpo_loop_time': '435.12030029', 'ref_model_time': '125.85733032', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88099945', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.21390961', 'token_credit_video_advantage_mean': '5.565e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.962e-08', 'kl_loss': '0.00863255', 'kl_moving': '0.00863256', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '-0.21390963', 'gathered_avg_reward_std': '0.37042835', 'gathered_vlm_logprob_reward_mean': '-0.21390963', 'gathered_vlm_logprob_reward_std': '0.37042835', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.21390963', 'gathered_vlm_token_credit_reward_std': '0.37042835', 'gathered_vlm_yes_no_margin_reward_mean': '3.19218755', 'gathered_vlm_yes_no_margin_reward_std': '1.05810547', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.21390963', 'gathered_ori_avg_reward_std': '0.37042835'} +2026-05-14 17:50:23.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 17:50:23.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 17:50:23.542 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:50:23.639 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.01s/it][01:00<00:00, 3.01s/it] +100%|██████████| 20/20 [01:00<00:00, 3.01s/it] +2026-05-14 17:51:31.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_0/index_2797_seed_13962_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 17:51:38.185 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:52:06.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:52:06.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 17:52:06.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.07s/it][01:01<00:00, 3.10s/it] +100%|██████████| 20/20 [01:01<00:00, 3.07s/it] +2026-05-14 17:53:14.915 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000174/group_0/index_2797_seed_13963_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 17:53:19.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 17:53:44.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 17:53:49.426 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 17:53:49.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 17:53:50.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.98s/it] +2026-05-14 17:56:00.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.13s (2.15min) +2026-05-14 17:56:01.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 17:58:07.220 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 174: training: 50%|█████ | 1/2 [03:36<03:36, 216.37s/it] 2026-05-14 18:05:23.824 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 175, train_steps: 7000 +Global Step 174: training: 100%|██████████| 2/2 [07:16<00:00, 218.24s/it]0, 10.73s/it] +2026-05-14 18:05:24.542 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 175 train_steps 7000 {'step': '175/10000', 'learning_rate': '0.00001000', 'loss': '2.235e-08', 'grad_norm': '0.00620863', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.58523560', 'grpo_loop_time': '436.47619629', 'ref_model_time': '129.12879944', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88372195', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08907112', 'token_credit_video_advantage_mean': '-1.397e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.438e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.235e-08', 'kl_loss': '0.00814738', 'kl_moving': '0.00814738', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.08907112', 'gathered_avg_reward_std': '0.09980613', 'gathered_vlm_logprob_reward_mean': '-0.08907112', 'gathered_vlm_logprob_reward_std': '0.09980614', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08907112', 'gathered_vlm_token_credit_reward_std': '0.09980614', 'gathered_vlm_yes_no_margin_reward_mean': '3.84062505', 'gathered_vlm_yes_no_margin_reward_std': '1.00799060', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.07545436', 'gathered_ori_avg_reward_mean': '-0.08907112', 'gathered_ori_avg_reward_std': '0.09980614'} +2026-05-14 18:05:24.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:05:24.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:05:24.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:05:24.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-14 18:06:33.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_0/index_5551_seed_26851_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:06:41.241 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:07:08.341 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:07:08.349 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:07:08.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.00s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-14 18:08:16.526 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000175/group_0/index_5551_seed_26852_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:08:23.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:08:48.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:08:50.068 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:08:50.085 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:08:51.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.67s/it] +2026-05-14 18:10:57.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.52s (2.09min) +2026-05-14 18:10:58.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:13:02.081 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 175: training: 50%|█████ | 1/2 [03:36<03:36, 216.92s/it] 2026-05-14 18:20:19.420 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 176, train_steps: 7040 +Global Step 175: training: 100%|██████████| 2/2 [07:17<00:00, 218.60s/it]0, 10.79s/it] +2026-05-14 18:20:20.054 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 176 train_steps 7040 {'step': '176/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00805570', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.34271240', 'grpo_loop_time': '437.20980835', 'ref_model_time': '125.52199554', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86489797', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10894690', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-09', 'kl_loss': '0.00907557', 'kl_moving': '0.00907557', 'kl_stepwise': '-2.026e-08', 'gathered_avg_reward_mean': '-0.10894690', 'gathered_avg_reward_std': '0.10868754', 'gathered_vlm_logprob_reward_mean': '-0.10894690', 'gathered_vlm_logprob_reward_std': '0.10868754', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10894690', 'gathered_vlm_token_credit_reward_std': '0.10868754', 'gathered_vlm_yes_no_margin_reward_mean': '3.43593740', 'gathered_vlm_yes_no_margin_reward_std': '0.87369186', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.08569569', 'gathered_ori_avg_reward_mean': '-0.10894690', 'gathered_ori_avg_reward_std': '0.10868754'} +2026-05-14 18:20:20.192 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:20:20.315 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:20:20.348 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:20:20.396 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 18:21:31.041 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_0/index_786_seed_8818_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:21:38.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:22:05.559 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:22:05.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:22:05.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-14 18:23:13.474 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000176/group_0/index_786_seed_8819_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:23:17.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:23:45.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:23:49.376 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:23:49.391 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:23:51.034 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.45s/it] +2026-05-14 18:25:57.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.60s (2.11min) +2026-05-14 18:25:58.528 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:28:01.613 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 176: training: 50%|█████ | 1/2 [03:38<03:38, 218.44s/it] 2026-05-14 18:35:19.942 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 177, train_steps: 7080 +Global Step 176: training: 100%|██████████| 2/2 [07:18<00:00, 219.09s/it]0, 10.81s/it] +2026-05-14 18:35:20.908 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 177 train_steps 7080 {'step': '177/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-08', 'grad_norm': '0.00567329', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.27975464', 'grpo_loop_time': '438.45727539', 'ref_model_time': '126.59912109', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85620302', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13247050', 'token_credit_video_advantage_mean': '2.887e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-08', 'kl_loss': '0.00928022', 'kl_moving': '0.00928022', 'kl_stepwise': '-1.955e-08', 'gathered_avg_reward_mean': '-0.13247050', 'gathered_avg_reward_std': '0.17436506', 'gathered_vlm_logprob_reward_mean': '-0.13247050', 'gathered_vlm_logprob_reward_std': '0.17436506', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13247050', 'gathered_vlm_token_credit_reward_std': '0.17436506', 'gathered_vlm_yes_no_margin_reward_mean': '3.52343750', 'gathered_vlm_yes_no_margin_reward_std': '1.01058722', 'gathered_vlm_yes_ratio_reward_mean': '0.95624995', 'gathered_vlm_yes_ratio_reward_std': '0.08992185', 'gathered_ori_avg_reward_mean': '-0.13247050', 'gathered_ori_avg_reward_std': '0.17436506'} +2026-05-14 18:35:21.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:35:21.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:35:21.315 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:35:21.371 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.99s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-14 18:36:29.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_0/index_2420_seed_29966_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:36:36.990 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:37:03.773 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:37:03.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:37:03.783 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 2.98s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-14 18:38:13.182 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000177/group_0/index_2420_seed_29967_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:38:20.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:38:46.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:38:46.537 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:38:46.551 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:38:47.985 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.59s/it] +2026-05-14 18:40:54.491 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.50s (2.11min) +2026-05-14 18:40:55.350 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:42:57.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 177: training: 50%|█████ | 1/2 [03:38<03:38, 218.05s/it] 2026-05-14 18:50:15.194 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 178, train_steps: 7120 +Global Step 177: training: 100%|██████████| 2/2 [07:17<00:00, 218.69s/it]0, 10.73s/it] +2026-05-14 18:50:16.182 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 178 train_steps 7120 {'step': '178/10000', 'learning_rate': '0.00001000', 'loss': '-3.981e-08', 'grad_norm': '0.00929187', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '334.15319824', 'grpo_loop_time': '437.57623291', 'ref_model_time': '126.50399780', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84266180', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08483532', 'token_credit_video_advantage_mean': '2.759e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.075e-08', 'kl_loss': '0.01010191', 'kl_moving': '0.01010191', 'kl_stepwise': '-1.898e-08', 'gathered_avg_reward_mean': '-0.08483532', 'gathered_avg_reward_std': '0.09540032', 'gathered_vlm_logprob_reward_mean': '-0.08483531', 'gathered_vlm_logprob_reward_std': '0.09540031', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08483531', 'gathered_vlm_token_credit_reward_std': '0.09540031', 'gathered_vlm_yes_no_margin_reward_mean': '3.81835938', 'gathered_vlm_yes_no_margin_reward_std': '0.91236347', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08483531', 'gathered_ori_avg_reward_std': '0.09540031'} +2026-05-14 18:50:16.393 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 18:50:16.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 18:50:16.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:50:16.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.04s/it][01:00<00:00, 3.04s/it] +100%|██████████| 20/20 [01:00<00:00, 3.04s/it] +2026-05-14 18:51:25.898 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_0/index_8420_seed_11922_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 18:51:33.154 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:52:00.444 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:52:00.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 18:52:00.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.25s/it][01:04<00:00, 3.01s/it] +100%|██████████| 20/20 [01:04<00:00, 3.25s/it] +2026-05-14 18:53:12.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000178/group_0/index_8420_seed_11923_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 18:53:20.597 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 18:53:46.321 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 18:53:46.328 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 18:53:46.342 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 18:53:47.701 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.20s/it] +2026-05-14 18:55:55.301 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.26s (2.12min) +2026-05-14 18:55:56.308 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 18:57:58.911 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 178: training: 50%|█████ | 1/2 [03:37<03:37, 217.96s/it] 2026-05-14 19:05:17.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 179, train_steps: 7160 +Global Step 178: training: 100%|██████████| 2/2 [07:18<00:00, 219.44s/it]0, 10.86s/it] +2026-05-14 19:05:18.903 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 179 train_steps 7160 {'step': '179/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.01147527', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.85375977', 'grpo_loop_time': '439.16497803', 'ref_model_time': '127.25549316', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85853022', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08739820', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00991727', 'kl_moving': '0.00991727', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '-0.08739819', 'gathered_avg_reward_std': '0.09683651', 'gathered_vlm_logprob_reward_mean': '-0.08739819', 'gathered_vlm_logprob_reward_std': '0.09683652', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08739819', 'gathered_vlm_token_credit_reward_std': '0.09683652', 'gathered_vlm_yes_no_margin_reward_mean': '3.67851567', 'gathered_vlm_yes_no_margin_reward_std': '0.90766984', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614378', 'gathered_ori_avg_reward_mean': '-0.08739819', 'gathered_ori_avg_reward_std': '0.09683652'} +2026-05-14 19:05:19.037 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:05:19.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:05:19.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:05:19.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.10s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-14 19:06:29.285 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_0/index_7617_seed_32476_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:06:36.954 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:07:04.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:07:04.723 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:07:04.724 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.12s/it][01:02<00:00, 2.98s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-14 19:08:13.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000179/group_0/index_7617_seed_32477_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:08:19.110 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:08:44.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:08:49.393 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:08:49.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:08:50.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.90s/it] +2026-05-14 19:10:56.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.00s (2.10min) +2026-05-14 19:10:57.874 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:13:02.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 179: training: 50%|█████ | 1/2 [03:37<03:37, 217.99s/it] 2026-05-14 19:20:21.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 180, train_steps: 7200 +Global Step 179: training: 100%|██████████| 2/2 [07:18<00:00, 219.47s/it]0, 10.93s/it] +2026-05-14 19:20:22.897 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 180 train_steps 7200 {'step': '180/10000', 'learning_rate': '0.00001000', 'loss': '2.298e-07', 'grad_norm': '0.00726596', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.77886963', 'grpo_loop_time': '439.18963623', 'ref_model_time': '126.00118256', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87570089', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09636144', 'token_credit_video_advantage_mean': '-1.444e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.298e-07', 'kl_loss': '0.01018867', 'kl_moving': '0.01018867', 'kl_stepwise': '-2.002e-08', 'gathered_avg_reward_mean': '-0.09636144', 'gathered_avg_reward_std': '0.09876927', 'gathered_vlm_logprob_reward_mean': '-0.09636144', 'gathered_vlm_logprob_reward_std': '0.09876927', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09636144', 'gathered_vlm_token_credit_reward_std': '0.09876927', 'gathered_vlm_yes_no_margin_reward_mean': '3.52226543', 'gathered_vlm_yes_no_margin_reward_std': '0.80308378', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09636144', 'gathered_ori_avg_reward_std': '0.09876927'} +2026-05-14 19:21:22.857 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0) +2026-05-14 19:21:25.318 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:21:25.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:21:25.556 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:21:25.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 2.98s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 19:22:34.033 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_0/index_9409_seed_10560_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:22:38.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:23:02.378 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:23:02.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:23:02.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.54s/it][01:10<00:00, 3.03s/it] +100%|██████████| 20/20 [01:10<00:00, 3.54s/it] +2026-05-14 19:24:19.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000180/group_0/index_9409_seed_10561_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:24:27.016 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:24:54.424 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:24:54.444 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:24:54.460 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:24:55.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.87s/it] +2026-05-14 19:27:02.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.36s (2.11min) +2026-05-14 19:27:03.253 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:29:12.599 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 180: training: 50%|█████ | 1/2 [03:37<03:37, 217.04s/it] 2026-05-14 19:36:29.816 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 181, train_steps: 7240 +Global Step 180: training: 100%|██████████| 2/2 [07:17<00:00, 218.52s/it]0, 10.81s/it] +2026-05-14 19:36:30.532 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 181 train_steps 7240 {'step': '181/10000', 'learning_rate': '0.00001000', 'loss': '-3.073e-08', 'grad_norm': '0.00982986', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.87283325', 'grpo_loop_time': '437.05160522', 'ref_model_time': '126.36122131', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84479243', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14920190', 'token_credit_video_advantage_mean': '1.816e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.073e-08', 'kl_loss': '0.00973843', 'kl_moving': '0.00973843', 'kl_stepwise': '-1.976e-08', 'gathered_avg_reward_mean': '-0.14920190', 'gathered_avg_reward_std': '0.13234527', 'gathered_vlm_logprob_reward_mean': '-0.14920190', 'gathered_vlm_logprob_reward_std': '0.13234527', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14920190', 'gathered_vlm_token_credit_reward_std': '0.13234527', 'gathered_vlm_yes_no_margin_reward_mean': '3.28359365', 'gathered_vlm_yes_no_margin_reward_std': '1.07500196', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.11439379', 'gathered_ori_avg_reward_mean': '-0.14920190', 'gathered_ori_avg_reward_std': '0.13234527'} +2026-05-14 19:36:30.637 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:36:30.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:36:30.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:36:30.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 3.00s/it][00:59<00:00, 2.97s/it] +100%|██████████| 20/20 [00:59<00:00, 3.00s/it] +2026-05-14 19:37:38.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_0/index_2505_seed_5406_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:37:45.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:38:12.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:38:12.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:38:12.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.07s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-14 19:39:22.675 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000181/group_0/index_2505_seed_5407_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:39:29.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:39:56.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:39:58.125 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:39:58.164 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:39:59.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.83s/it] +2026-05-14 19:42:07.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.55s (2.13min) +2026-05-14 19:42:08.155 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:44:16.595 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 181: training: 50%|█████ | 1/2 [03:36<03:36, 216.24s/it] 2026-05-14 19:51:33.989 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 182, train_steps: 7280 +Global Step 181: training: 100%|██████████| 2/2 [07:17<00:00, 218.65s/it]0, 10.81s/it] +2026-05-14 19:51:34.911 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 182 train_steps 7280 {'step': '182/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-08', 'grad_norm': '0.00650668', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.45339966', 'grpo_loop_time': '437.50671387', 'ref_model_time': '127.55416107', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84416914', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11077721', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00910363', 'kl_moving': '0.00910364', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.11077720', 'gathered_avg_reward_std': '0.13371302', 'gathered_vlm_logprob_reward_mean': '-0.11077720', 'gathered_vlm_logprob_reward_std': '0.13371302', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11077720', 'gathered_vlm_token_credit_reward_std': '0.13371302', 'gathered_vlm_yes_no_margin_reward_mean': '3.33359385', 'gathered_vlm_yes_no_margin_reward_std': '0.89057797', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.10111681', 'gathered_ori_avg_reward_mean': '-0.11077720', 'gathered_ori_avg_reward_std': '0.13371302'} +2026-05-14 19:51:35.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 19:51:35.171 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 19:51:35.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:51:35.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.02s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-14 19:52:45.961 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_0/index_3757_seed_13202_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 19:52:51.143 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:53:16.479 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:53:16.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 19:53:16.499 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.27s/it][01:05<00:00, 3.10s/it] +100%|██████████| 20/20 [01:05<00:00, 3.27s/it] +2026-05-14 19:54:28.478 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000182/group_0/index_3757_seed_13203_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 19:54:33.760 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 19:55:01.012 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 19:55:04.413 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 19:55:04.450 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 19:55:05.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.35s/it] +2026-05-14 19:57:13.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-14 19:57:14.880 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 19:59:20.678 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 182: training: 50%|█████ | 1/2 [03:34<03:34, 214.97s/it] 2026-05-14 20:06:36.019 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 183, train_steps: 7320 +Global Step 182: training: 100%|██████████| 2/2 [07:15<00:00, 217.62s/it]0, 10.83s/it] +2026-05-14 20:06:36.867 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 183 train_steps 7320 {'step': '183/10000', 'learning_rate': '0.00001000', 'loss': '1.211e-08', 'grad_norm': '0.00819091', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.72879028', 'grpo_loop_time': '435.28274536', 'ref_model_time': '127.57564545', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88711005', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15073571', 'token_credit_video_advantage_mean': '-9.779e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.403e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.211e-08', 'kl_loss': '0.00908538', 'kl_moving': '0.00908538', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '-0.15073571', 'gathered_avg_reward_std': '0.19625677', 'gathered_vlm_logprob_reward_mean': '-0.15073571', 'gathered_vlm_logprob_reward_std': '0.19625680', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15073571', 'gathered_vlm_token_credit_reward_std': '0.19625680', 'gathered_vlm_yes_no_margin_reward_mean': '3.56835938', 'gathered_vlm_yes_no_margin_reward_std': '1.02853084', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.10532687', 'gathered_ori_avg_reward_mean': '-0.15073571', 'gathered_ori_avg_reward_std': '0.19625680'} +2026-05-14 20:06:37.032 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:06:37.161 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:06:37.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:06:37.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.05s/it][01:01<00:00, 3.09s/it] +100%|██████████| 20/20 [01:01<00:00, 3.05s/it] +2026-05-14 20:07:46.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_0/index_9857_seed_1086_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:07:52.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:08:18.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:08:18.439 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:08:18.441 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.34s/it][01:06<00:00, 3.07s/it] +100%|██████████| 20/20 [01:06<00:00, 3.34s/it] +2026-05-14 20:09:32.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000183/group_0/index_9857_seed_1087_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:09:39.579 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:10:04.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:10:06.931 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:10:06.967 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:10:08.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.82s/it] +2026-05-14 20:12:18.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.73s (2.16min) +2026-05-14 20:12:19.361 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:14:22.491 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 183: training: 50%|█████ | 1/2 [03:34<03:34, 214.90s/it] 2026-05-14 20:21:38.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 184, train_steps: 7360 +Global Step 183: training: 100%|██████████| 2/2 [07:16<00:00, 218.18s/it]0, 10.82s/it] +2026-05-14 20:21:39.794 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 184 train_steps 7360 {'step': '184/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-08', 'grad_norm': '0.00608373', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.25054932', 'grpo_loop_time': '436.40155029', 'ref_model_time': '129.73367310', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86187357', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07046473', 'token_credit_video_advantage_mean': '2.002e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.422e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-08', 'kl_loss': '0.00891902', 'kl_moving': '0.00891903', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '-0.07046473', 'gathered_avg_reward_std': '0.09018918', 'gathered_vlm_logprob_reward_mean': '-0.07046473', 'gathered_vlm_logprob_reward_std': '0.09018918', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07046473', 'gathered_vlm_token_credit_reward_std': '0.09018918', 'gathered_vlm_yes_no_margin_reward_mean': '3.75664067', 'gathered_vlm_yes_no_margin_reward_std': '0.84187573', 'gathered_vlm_yes_ratio_reward_mean': '0.98749995', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.07046473', 'gathered_ori_avg_reward_std': '0.09018918'} +2026-05-14 20:21:39.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:21:40.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:21:40.133 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:21:40.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.05s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.05s/it] +2026-05-14 20:22:49.381 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_0/index_9587_seed_30337_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:22:56.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:23:24.833 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:23:24.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:23:24.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.04s/it][01:00<00:00, 3.04s/it] +100%|██████████| 20/20 [01:00<00:00, 3.04s/it] +2026-05-14 20:24:32.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000184/group_0/index_9587_seed_30338_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:24:41.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:25:06.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:25:06.758 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:25:06.776 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:25:08.095 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.66s/it] +2026-05-14 20:27:15.935 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.59s (2.13min) +2026-05-14 20:27:16.862 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:29:21.293 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 184: training: 50%|█████ | 1/2 [03:35<03:35, 215.81s/it] 2026-05-14 20:36:38.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 185, train_steps: 7400 +Global Step 184: training: 100%|██████████| 2/2 [07:17<00:00, 218.54s/it]0, 10.82s/it] +2026-05-14 20:36:39.591 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 185 train_steps 7400 {'step': '185/10000', 'learning_rate': '0.00001000', 'loss': '3.795e-08', 'grad_norm': '0.00682838', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '336.81857300', 'grpo_loop_time': '437.38378906', 'ref_model_time': '127.58976746', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84858143', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11128455', 'token_credit_video_advantage_mean': '-1.572e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.795e-08', 'kl_loss': '0.01022822', 'kl_moving': '0.01022823', 'kl_stepwise': '-2.010e-08', 'gathered_avg_reward_mean': '-0.11128457', 'gathered_avg_reward_std': '0.11676837', 'gathered_vlm_logprob_reward_mean': '-0.11128457', 'gathered_vlm_logprob_reward_std': '0.11676837', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11128457', 'gathered_vlm_token_credit_reward_std': '0.11676837', 'gathered_vlm_yes_no_margin_reward_mean': '3.51757812', 'gathered_vlm_yes_no_margin_reward_std': '0.84229821', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08267972', 'gathered_ori_avg_reward_mean': '-0.11128457', 'gathered_ori_avg_reward_std': '0.11676837'} +2026-05-14 20:36:39.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:36:39.853 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:36:39.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:36:40.007 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.07s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-14 20:37:50.135 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_0/index_8410_seed_22470_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:37:57.251 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:38:23.845 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:38:23.873 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:38:23.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.36s/it][01:07<00:00, 3.03s/it] +100%|██████████| 20/20 [01:07<00:00, 3.36s/it] +2026-05-14 20:39:37.837 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000185/group_0/index_8410_seed_22471_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:39:43.995 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:40:11.718 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:40:13.656 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:40:13.757 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:40:15.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.40s/it] +2026-05-14 20:42:24.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.91s (2.15min) +2026-05-14 20:42:25.111 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:44:29.457 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 185: training: 50%|█████ | 1/2 [03:39<03:39, 219.00s/it] 2026-05-14 20:51:50.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 186, train_steps: 7440 +Global Step 185: training: 100%|██████████| 2/2 [07:21<00:00, 220.60s/it]0, 10.90s/it] +2026-05-14 20:51:51.453 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 186 train_steps 7440 {'step': '186/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-07', 'grad_norm': '0.00816575', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.33920288', 'grpo_loop_time': '441.20352173', 'ref_model_time': '128.91488647', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86617088', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11129065', 'token_credit_video_advantage_mean': '-5.355e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.432e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-07', 'kl_loss': '0.00986651', 'kl_moving': '0.00986651', 'kl_stepwise': '-1.891e-08', 'gathered_avg_reward_mean': '-0.11129066', 'gathered_avg_reward_std': '0.11425167', 'gathered_vlm_logprob_reward_mean': '-0.11129066', 'gathered_vlm_logprob_reward_std': '0.11425166', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11129066', 'gathered_vlm_token_credit_reward_std': '0.11425166', 'gathered_vlm_yes_no_margin_reward_mean': '3.55429697', 'gathered_vlm_yes_no_margin_reward_std': '0.98095691', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.09662266', 'gathered_ori_avg_reward_mean': '-0.11129066', 'gathered_ori_avg_reward_std': '0.11425166'} +2026-05-14 20:51:51.598 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 20:51:51.721 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 20:51:51.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:51:51.811 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.05s/it][01:01<00:00, 3.11s/it] +100%|██████████| 20/20 [01:01<00:00, 3.05s/it] +2026-05-14 20:53:01.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_0/index_829_seed_21057_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 20:53:09.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:53:36.938 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:53:36.947 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 20:53:36.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.10s/it][01:02<00:00, 2.99s/it] +100%|██████████| 20/20 [01:02<00:00, 3.10s/it] +2026-05-14 20:54:45.826 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000186/group_0/index_829_seed_21058_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 20:54:53.385 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 20:55:19.018 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 20:55:19.026 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 20:55:19.043 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 20:55:20.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.37s/it] +2026-05-14 20:57:28.302 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.77s (2.13min) +2026-05-14 20:57:29.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 20:59:34.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 186: training: 50%|█████ | 1/2 [03:34<03:34, 214.37s/it] 2026-05-14 21:06:49.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 187, train_steps: 7480 +Global Step 186: training: 100%|██████████| 2/2 [07:14<00:00, 217.35s/it]0, 10.84s/it] +2026-05-14 21:06:49.824 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 187 train_steps 7480 {'step': '187/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-08', 'grad_norm': '0.00803062', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.59289551', 'grpo_loop_time': '434.70904541', 'ref_model_time': '127.76722717', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86387843', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10972334', 'token_credit_video_advantage_mean': '-3.353e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.147e-08', 'kl_loss': '0.01125872', 'kl_moving': '0.01125873', 'kl_stepwise': '-1.982e-08', 'gathered_avg_reward_mean': '-0.10972334', 'gathered_avg_reward_std': '0.11721271', 'gathered_vlm_logprob_reward_mean': '-0.10972334', 'gathered_vlm_logprob_reward_std': '0.11721271', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10972334', 'gathered_vlm_token_credit_reward_std': '0.11721271', 'gathered_vlm_yes_no_margin_reward_mean': '3.59023452', 'gathered_vlm_yes_no_margin_reward_std': '0.96661675', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.10972334', 'gathered_ori_avg_reward_std': '0.11721271'} +2026-05-14 21:06:49.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:06:50.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:06:50.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:06:50.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.03s/it][01:00<00:00, 3.00s/it] +100%|██████████| 20/20 [01:00<00:00, 3.03s/it] +2026-05-14 21:07:59.020 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_0/index_8441_seed_16534_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:08:04.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:08:33.843 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:08:33.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:08:33.854 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.20s/it][01:04<00:00, 3.10s/it] +100%|██████████| 20/20 [01:04<00:00, 3.20s/it] +2026-05-14 21:09:44.792 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000187/group_0/index_8441_seed_16535_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:09:52.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:10:18.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:10:18.544 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:10:18.556 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:10:19.892 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.34s/it] +2026-05-14 21:12:26.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-14 21:12:27.040 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:14:28.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 187: training: 50%|█████ | 1/2 [03:36<03:36, 216.10s/it] 2026-05-14 21:21:44.543 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 188, train_steps: 7520 +Global Step 187: training: 100%|██████████| 2/2 [07:16<00:00, 218.02s/it]0, 10.79s/it] +2026-05-14 21:21:45.450 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 188 train_steps 7520 {'step': '188/10000', 'learning_rate': '0.00001000', 'loss': '-3.912e-08', 'grad_norm': '0.00513742', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '337.04339600', 'grpo_loop_time': '436.33813477', 'ref_model_time': '126.33039093', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87959969', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14020926', 'token_credit_video_advantage_mean': '3.097e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.005e-08', 'kl_loss': '0.00975466', 'kl_moving': '0.00975466', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.14020926', 'gathered_avg_reward_std': '0.15085572', 'gathered_vlm_logprob_reward_mean': '-0.14020926', 'gathered_vlm_logprob_reward_std': '0.15085572', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14020926', 'gathered_vlm_token_credit_reward_std': '0.15085572', 'gathered_vlm_yes_no_margin_reward_mean': '3.28515625', 'gathered_vlm_yes_no_margin_reward_std': '0.90547079', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.08472151', 'gathered_ori_avg_reward_mean': '-0.14020926', 'gathered_ori_avg_reward_std': '0.15085572'} +2026-05-14 21:21:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:21:45.923 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:21:46.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:21:46.199 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 3.06s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-14 21:22:55.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_0/index_5099_seed_25766_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:23:01.798 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:23:28.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:23:28.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:23:28.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.44s/it][01:08<00:00, 3.16s/it] +100%|██████████| 20/20 [01:08<00:00, 3.44s/it] +2026-05-14 21:24:44.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000188/group_0/index_5099_seed_25767_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:24:49.530 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:25:16.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:25:24.375 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:25:24.508 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:25:25.794 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.21s/it] +2026-05-14 21:27:36.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.70s (2.18min) +2026-05-14 21:27:37.800 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:29:48.979 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 188: training: 50%|█████ | 1/2 [03:44<03:44, 224.40s/it] 2026-05-14 21:37:18.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 189, train_steps: 7560 +Global Step 188: training: 100%|██████████| 2/2 [07:29<00:00, 224.58s/it]1, 11.05s/it] +2026-05-14 21:37:19.345 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 189 train_steps 7560 {'step': '189/10000', 'learning_rate': '0.00001000', 'loss': '1.490e-08', 'grad_norm': '0.00643361', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.93392944', 'grpo_loop_time': '449.51889038', 'ref_model_time': '130.70471191', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84533930', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09941598', 'token_credit_video_advantage_mean': '-8.615e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.490e-08', 'kl_loss': '0.00981708', 'kl_moving': '0.00981708', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.09941599', 'gathered_avg_reward_std': '0.09688522', 'gathered_vlm_logprob_reward_mean': '-0.09941600', 'gathered_vlm_logprob_reward_std': '0.09688523', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09941600', 'gathered_vlm_token_credit_reward_std': '0.09688523', 'gathered_vlm_yes_no_margin_reward_mean': '3.48828125', 'gathered_vlm_yes_no_margin_reward_std': '0.80419999', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.09941600', 'gathered_ori_avg_reward_std': '0.09688523'} +2026-05-14 21:37:19.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:37:19.754 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:37:19.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:37:19.946 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.06s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-14 21:38:29.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_0/index_7114_seed_5335_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:38:37.695 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:39:03.874 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:39:03.888 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:39:03.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:11, 3.55s/it][01:11<00:00, 3.21s/it] +100%|██████████| 20/20 [01:11<00:00, 3.55s/it] +2026-05-14 21:40:21.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000189/group_0/index_7114_seed_5336_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:40:27.906 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:40:58.051 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:40:59.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:40:59.749 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:41:01.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.09s/it] +2026-05-14 21:43:19.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 138.37s (2.31min) +2026-05-14 21:43:20.919 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 21:45:28.641 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 189: training: 50%|█████ | 1/2 [03:41<03:41, 221.34s/it] 2026-05-14 21:52:54.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 190, train_steps: 7600 +Global Step 189: training: 100%|██████████| 2/2 [07:25<00:00, 222.64s/it]0, 10.96s/it] +2026-05-14 21:52:55.167 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 190 train_steps 7600 {'step': '190/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00694647', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '361.21697998', 'grpo_loop_time': '445.59597778', 'ref_model_time': '138.36912537', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87060618', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07423246', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.408e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.01023105', 'kl_moving': '0.01023105', 'kl_stepwise': '-1.956e-08', 'gathered_avg_reward_mean': '-0.07423246', 'gathered_avg_reward_std': '0.07657747', 'gathered_vlm_logprob_reward_mean': '-0.07423246', 'gathered_vlm_logprob_reward_std': '0.07657748', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07423246', 'gathered_vlm_token_credit_reward_std': '0.07657748', 'gathered_vlm_yes_no_margin_reward_mean': '3.81015611', 'gathered_vlm_yes_no_margin_reward_std': '0.81592691', 'gathered_vlm_yes_ratio_reward_mean': '0.97499996', 'gathered_vlm_yes_ratio_reward_std': '0.07500000', 'gathered_ori_avg_reward_mean': '-0.07423246', 'gathered_ori_avg_reward_std': '0.07657748'} +2026-05-14 21:53:53.274 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0) +2026-05-14 21:53:56.174 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 21:53:56.258 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 21:53:56.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:53:56.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.09s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-14 21:55:07.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_0/index_7118_seed_24216_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 21:55:16.004 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:55:42.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:55:42.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 21:55:42.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:13, 3.67s/it][01:13<00:00, 3.08s/it] +100%|██████████| 20/20 [01:13<00:00, 3.67s/it] +2026-05-14 21:57:01.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000190/group_0/index_7118_seed_24217_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 21:57:08.416 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 21:57:36.551 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 21:57:37.875 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 21:57:37.895 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 21:57:39.436 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.36s/it] +2026-05-14 21:59:54.725 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-14 21:59:55.995 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:02:08.864 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 190: training: 50%|█████ | 1/2 [03:41<03:41, 221.31s/it] 2026-05-14 22:09:35.893 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 191, train_steps: 7640 +Global Step 190: training: 100%|██████████| 2/2 [07:26<00:00, 223.43s/it]1, 11.05s/it] +2026-05-14 22:09:36.864 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 191 train_steps 7640 {'step': '191/10000', 'learning_rate': '0.00001000', 'loss': '-7.160e-08', 'grad_norm': '0.00751455', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.74276733', 'grpo_loop_time': '447.24212646', 'ref_model_time': '135.20515442', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86466217', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07491735', 'token_credit_video_advantage_mean': '2.928e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.393e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.160e-08', 'kl_loss': '0.00823379', 'kl_moving': '0.00823379', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '-0.07491734', 'gathered_avg_reward_std': '0.08816713', 'gathered_vlm_logprob_reward_mean': '-0.07491735', 'gathered_vlm_logprob_reward_std': '0.08816713', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07491735', 'gathered_vlm_token_credit_reward_std': '0.08816713', 'gathered_vlm_yes_no_margin_reward_mean': '3.93750000', 'gathered_vlm_yes_no_margin_reward_std': '0.96349376', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.07173900', 'gathered_ori_avg_reward_mean': '-0.07491735', 'gathered_ori_avg_reward_std': '0.08816713'} +2026-05-14 22:09:37.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:09:37.358 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:09:37.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:09:37.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.10s/it][01:02<00:00, 3.16s/it] +100%|██████████| 20/20 [01:02<00:00, 3.10s/it] +2026-05-14 22:10:47.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_0/index_1837_seed_29237_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:10:52.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:11:18.085 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:11:18.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:11:18.105 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:13, 3.67s/it][01:13<00:00, 3.24s/it] +100%|██████████| 20/20 [01:13<00:00, 3.67s/it] +2026-05-14 22:12:38.217 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000191/group_0/index_1837_seed_29238_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:12:42.630 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:13:10.023 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:13:16.309 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:13:16.414 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:13:17.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.02s/it] +2026-05-14 22:15:30.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.67s (2.21min) +2026-05-14 22:15:31.890 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:17:44.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 191: training: 50%|█████ | 1/2 [03:43<03:43, 223.69s/it] 2026-05-14 22:25:12.802 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 192, train_steps: 7680 +Global Step 191: training: 100%|██████████| 2/2 [07:28<00:00, 224.16s/it]1, 11.01s/it] +2026-05-14 22:25:13.815 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 192 train_steps 7680 {'step': '192/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00778655', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.58575439', 'grpo_loop_time': '448.59466553', 'ref_model_time': '132.67282104', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88177121', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12634957', 'token_credit_video_advantage_mean': '-2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.706e-08', 'kl_loss': '0.00958113', 'kl_moving': '0.00958113', 'kl_stepwise': '-2.029e-08', 'gathered_avg_reward_mean': '-0.12634957', 'gathered_avg_reward_std': '0.13115285', 'gathered_vlm_logprob_reward_mean': '-0.12634957', 'gathered_vlm_logprob_reward_std': '0.13115285', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12634957', 'gathered_vlm_token_credit_reward_std': '0.13115285', 'gathered_vlm_yes_no_margin_reward_mean': '3.22695303', 'gathered_vlm_yes_no_margin_reward_std': '0.73384023', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837547', 'gathered_ori_avg_reward_mean': '-0.12634957', 'gathered_ori_avg_reward_std': '0.13115285'} +2026-05-14 22:25:14.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:25:14.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:25:14.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:25:14.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.16s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-14 22:26:26.624 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_0/index_5354_seed_855_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:26:31.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:26:59.227 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:26:59.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:26:59.241 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:11, 3.58s/it][01:11<00:00, 3.23s/it] +100%|██████████| 20/20 [01:11<00:00, 3.58s/it] +2026-05-14 22:28:17.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000192/group_0/index_5354_seed_856_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:28:25.403 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:28:52.557 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:28:54.919 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:28:55.090 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:28:56.332 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.05s/it] +2026-05-14 22:31:09.959 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.47s (2.22min) +2026-05-14 22:31:11.029 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:33:22.933 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 192: training: 50%|█████ | 1/2 [03:38<03:38, 218.16s/it] 2026-05-14 22:40:46.686 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 193, train_steps: 7720 +Global Step 192: training: 100%|██████████| 2/2 [07:23<00:00, 221.76s/it]1, 11.00s/it] +2026-05-14 22:40:47.812 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 193 train_steps 7720 {'step': '193/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-08', 'grad_norm': '0.00824843', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.64889526', 'grpo_loop_time': '443.89093018', 'ref_model_time': '133.47076416', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87338740', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12674342', 'token_credit_video_advantage_mean': '-3.353e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.333e-08', 'kl_loss': '0.00939299', 'kl_moving': '0.00939299', 'kl_stepwise': '-1.989e-08', 'gathered_avg_reward_mean': '-0.12674341', 'gathered_avg_reward_std': '0.18618912', 'gathered_vlm_logprob_reward_mean': '-0.12674341', 'gathered_vlm_logprob_reward_std': '0.18618913', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12674341', 'gathered_vlm_token_credit_reward_std': '0.18618913', 'gathered_vlm_yes_no_margin_reward_mean': '3.70546865', 'gathered_vlm_yes_no_margin_reward_std': '1.11959171', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.11180340', 'gathered_ori_avg_reward_mean': '-0.12674341', 'gathered_ori_avg_reward_std': '0.18618913'} +2026-05-14 22:40:48.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:40:48.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:40:48.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:40:48.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.24s/it][01:04<00:00, 3.27s/it] +100%|██████████| 20/20 [01:04<00:00, 3.24s/it] +2026-05-14 22:42:00.991 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_0/index_9523_seed_1489_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:42:06.755 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:42:31.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:42:31.865 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:42:31.866 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.51s/it][01:10<00:00, 3.26s/it] +100%|██████████| 20/20 [01:10<00:00, 3.51s/it] +2026-05-14 22:43:48.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000193/group_0/index_9523_seed_1490_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:43:52.840 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:44:19.595 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:44:27.134 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:44:27.248 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:44:28.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.28s/it] +2026-05-14 22:46:38.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.37s (2.16min) +2026-05-14 22:46:39.164 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 22:48:45.589 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 193: training: 50%|█████ | 1/2 [03:44<03:44, 224.90s/it] 2026-05-14 22:56:15.058 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 194, train_steps: 7760 +Global Step 193: training: 100%|██████████| 2/2 [07:29<00:00, 224.62s/it]0, 10.96s/it] +2026-05-14 22:56:15.879 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 194 train_steps 7760 {'step': '194/10000', 'learning_rate': '0.00001000', 'loss': '3.586e-08', 'grad_norm': '0.00506627', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.04025269', 'grpo_loop_time': '449.28311157', 'ref_model_time': '129.36703491', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87620836', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14836323', 'token_credit_video_advantage_mean': '-3.260e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.466e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.586e-08', 'kl_loss': '0.00904053', 'kl_moving': '0.00904054', 'kl_stepwise': '-1.990e-08', 'gathered_avg_reward_mean': '-0.14836325', 'gathered_avg_reward_std': '0.12487993', 'gathered_vlm_logprob_reward_mean': '-0.14836323', 'gathered_vlm_logprob_reward_std': '0.12487993', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14836323', 'gathered_vlm_token_credit_reward_std': '0.12487993', 'gathered_vlm_yes_no_margin_reward_mean': '3.11445332', 'gathered_vlm_yes_no_margin_reward_std': '0.70147461', 'gathered_vlm_yes_ratio_reward_mean': '0.93437505', 'gathered_vlm_yes_ratio_reward_std': '0.10638777', 'gathered_ori_avg_reward_mean': '-0.14836323', 'gathered_ori_avg_reward_std': '0.12487993'} +2026-05-14 22:56:16.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 22:56:16.189 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 22:56:16.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:56:16.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.26s/it][01:05<00:00, 3.25s/it] +100%|██████████| 20/20 [01:05<00:00, 3.26s/it] +2026-05-14 22:57:29.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_0/index_4997_seed_27848_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 22:57:34.683 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:58:01.165 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:58:01.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 22:58:01.195 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:09, 3.47s/it][01:09<00:00, 3.23s/it] +100%|██████████| 20/20 [01:09<00:00, 3.47s/it] +2026-05-14 22:59:17.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000194/group_0/index_4997_seed_27849_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 22:59:24.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 22:59:50.725 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 22:59:53.322 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 22:59:53.392 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 22:59:54.509 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.32s/it] +2026-05-14 23:02:07.893 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.02s (2.22min) +2026-05-14 23:02:08.920 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:04:18.849 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 194: training: 50%|█████ | 1/2 [03:39<03:39, 219.74s/it] 2026-05-14 23:11:44.906 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 195, train_steps: 7800 +Global Step 194: training: 100%|██████████| 2/2 [07:25<00:00, 222.93s/it]1, 11.06s/it] +2026-05-14 23:11:45.951 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 195 train_steps 7800 {'step': '195/10000', 'learning_rate': '0.00001000', 'loss': '-7.544e-08', 'grad_norm': '0.00628189', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.78756714', 'grpo_loop_time': '446.23400879', 'ref_model_time': '133.02098083', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86435467', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12560816', 'token_credit_video_advantage_mean': '5.681e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.009e-08', 'kl_loss': '0.00938385', 'kl_moving': '0.00938386', 'kl_stepwise': '-1.945e-08', 'gathered_avg_reward_mean': '-0.12560816', 'gathered_avg_reward_std': '0.13103449', 'gathered_vlm_logprob_reward_mean': '-0.12560816', 'gathered_vlm_logprob_reward_std': '0.13103449', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12560816', 'gathered_vlm_token_credit_reward_std': '0.13103449', 'gathered_vlm_yes_no_margin_reward_mean': '3.64492178', 'gathered_vlm_yes_no_margin_reward_std': '0.91255546', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.08472151', 'gathered_ori_avg_reward_mean': '-0.12560816', 'gathered_ori_avg_reward_std': '0.13103449'} +2026-05-14 23:11:46.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:11:46.269 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:11:46.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:11:46.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.17s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-14 23:12:58.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_0/index_8863_seed_2844_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:13:05.945 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:13:32.524 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:13:32.543 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:13:32.544 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:11, 3.56s/it][01:11<00:00, 3.14s/it] +100%|██████████| 20/20 [01:11<00:00, 3.56s/it] +2026-05-14 23:14:50.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000195/group_0/index_8863_seed_2845_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 23:14:58.821 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:15:25.468 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:15:31.662 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:15:31.678 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 23:15:33.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.50s/it] +2026-05-14 23:17:42.079 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.62s (2.14min) +2026-05-14 23:17:43.087 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:19:50.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 195: training: 50%|█████ | 1/2 [03:43<03:43, 223.34s/it] 2026-05-14 23:27:18.306 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 196, train_steps: 7840 +Global Step 195: training: 100%|██████████| 2/2 [07:28<00:00, 224.04s/it]0, 10.94s/it] +2026-05-14 23:27:19.023 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 196 train_steps 7840 {'step': '196/10000', 'learning_rate': '0.00001000', 'loss': '-1.239e-07', 'grad_norm': '0.00712174', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.85317993', 'grpo_loop_time': '448.09429932', 'ref_model_time': '128.62178040', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86056530', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09477663', 'token_credit_video_advantage_mean': '7.078e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.239e-07', 'kl_loss': '0.01063141', 'kl_moving': '0.01063141', 'kl_stepwise': '-1.948e-08', 'gathered_avg_reward_mean': '-0.09477662', 'gathered_avg_reward_std': '0.12425804', 'gathered_vlm_logprob_reward_mean': '-0.09477662', 'gathered_vlm_logprob_reward_std': '0.12425806', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09477662', 'gathered_vlm_token_credit_reward_std': '0.12425806', 'gathered_vlm_yes_no_margin_reward_mean': '3.63984394', 'gathered_vlm_yes_no_margin_reward_std': '0.88718873', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076781', 'gathered_ori_avg_reward_mean': '-0.09477662', 'gathered_ori_avg_reward_std': '0.12425806'} +2026-05-14 23:27:19.220 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:27:19.340 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:27:19.392 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:27:19.518 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.07s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-14 23:28:29.538 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_0/index_6899_seed_22925_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:28:36.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:29:03.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:29:03.151 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:29:03.153 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:12, 3.62s/it][01:12<00:00, 3.20s/it] +100%|██████████| 20/20 [01:12<00:00, 3.62s/it] +2026-05-14 23:30:22.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000196/group_0/index_6899_seed_22926_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 23:30:28.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:30:55.126 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:31:05.466 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:31:05.649 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 23:31:07.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.83s/it] +2026-05-14 23:33:17.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.79s (2.16min) +2026-05-14 23:33:18.127 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:35:29.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 196: training: 50%|█████ | 1/2 [03:43<03:43, 223.53s/it] 2026-05-14 23:42:56.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 197, train_steps: 7880 +Global Step 196: training: 100%|██████████| 2/2 [07:27<00:00, 223.54s/it]0, 10.92s/it] +2026-05-14 23:42:57.610 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 197 train_steps 7880 {'step': '197/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-08', 'grad_norm': '0.00723367', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.84890747', 'grpo_loop_time': '447.09271240', 'ref_model_time': '129.79263306', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87746215', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09325380', 'token_credit_video_advantage_mean': '2.934e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.960e-08', 'kl_loss': '0.01009322', 'kl_moving': '0.01009323', 'kl_stepwise': '-1.818e-08', 'gathered_avg_reward_mean': '-0.09325379', 'gathered_avg_reward_std': '0.12466446', 'gathered_vlm_logprob_reward_mean': '-0.09325379', 'gathered_vlm_logprob_reward_std': '0.12466446', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09325379', 'gathered_vlm_token_credit_reward_std': '0.12466446', 'gathered_vlm_yes_no_margin_reward_mean': '3.67812490', 'gathered_vlm_yes_no_margin_reward_std': '0.94323760', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.08563868', 'gathered_ori_avg_reward_mean': '-0.09325379', 'gathered_ori_avg_reward_std': '0.12466446'} +2026-05-14 23:42:57.750 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:42:57.880 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:42:57.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:42:58.038 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.27s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-14 23:44:11.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_0/index_8511_seed_24643_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:44:19.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:44:45.333 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:44:45.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:44:45.341 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.40s/it][01:07<00:00, 3.09s/it] +100%|██████████| 20/20 [01:07<00:00, 3.40s/it] +2026-05-14 23:45:59.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000197/group_0/index_8511_seed_24644_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-14 23:46:05.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-14 23:46:31.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-14 23:46:37.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-14 23:46:37.985 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-14 23:46:39.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.60s/it] +2026-05-14 23:48:49.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.48s (2.17min) +2026-05-14 23:48:50.869 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-14 23:51:02.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 197: training: 50%|█████ | 1/2 [03:42<03:42, 222.90s/it] 2026-05-14 23:58:32.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 198, train_steps: 7920 +Global Step 197: training: 100%|██████████| 2/2 [07:29<00:00, 224.59s/it]1, 11.08s/it] +2026-05-14 23:58:33.084 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 198 train_steps 7920 {'step': '198/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00612369', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.05804443', 'grpo_loop_time': '449.28131104', 'ref_model_time': '130.47991943', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85695726', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08788656', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.465e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00904464', 'kl_moving': '0.00904464', 'kl_stepwise': '-1.987e-08', 'gathered_avg_reward_mean': '-0.08788657', 'gathered_avg_reward_std': '0.07049395', 'gathered_vlm_logprob_reward_mean': '-0.08788657', 'gathered_vlm_logprob_reward_std': '0.07049395', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08788657', 'gathered_vlm_token_credit_reward_std': '0.07049395', 'gathered_vlm_yes_no_margin_reward_mean': '3.45156240', 'gathered_vlm_yes_no_margin_reward_std': '0.63705367', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614379', 'gathered_ori_avg_reward_mean': '-0.08788657', 'gathered_ori_avg_reward_std': '0.07049395'} +2026-05-14 23:58:33.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-14 23:58:33.371 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-14 23:58:33.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-14 23:58:33.525 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.09s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-14 23:59:45.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_0/index_8465_seed_17968_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-14 23:59:51.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:00:17.550 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:00:17.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:00:17.570 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.10s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-15 00:01:29.940 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000198/group_0/index_8465_seed_17969_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 00:01:35.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:02:01.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:02:05.976 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:02:06.162 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 00:02:07.410 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.80s/it] +2026-05-15 00:04:17.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.78s (2.16min) +2026-05-15 00:04:18.496 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:06:26.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 198: training: 50%|█████ | 1/2 [03:40<03:40, 220.34s/it] 2026-05-15 00:13:52.334 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 199, train_steps: 7960 +Global Step 198: training: 100%|██████████| 2/2 [07:25<00:00, 222.80s/it]1, 11.03s/it] +2026-05-15 00:13:53.679 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 199 train_steps 7960 {'step': '199/10000', 'learning_rate': '0.00001000', 'loss': '-1.658e-07', 'grad_norm': '0.00632632', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.18072510', 'grpo_loop_time': '445.95101929', 'ref_model_time': '129.77513123', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85357600', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08165786', 'token_credit_video_advantage_mean': '1.118e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.658e-07', 'kl_loss': '0.01047372', 'kl_moving': '0.01047373', 'kl_stepwise': '-2.013e-08', 'gathered_avg_reward_mean': '-0.08165786', 'gathered_avg_reward_std': '0.07985450', 'gathered_vlm_logprob_reward_mean': '-0.08165786', 'gathered_vlm_logprob_reward_std': '0.07985450', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08165786', 'gathered_vlm_token_credit_reward_std': '0.07985450', 'gathered_vlm_yes_no_margin_reward_mean': '3.67890620', 'gathered_vlm_yes_no_margin_reward_std': '0.85961038', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.08291562', 'gathered_ori_avg_reward_mean': '-0.08165786', 'gathered_ori_avg_reward_std': '0.07985450'} +2026-05-15 00:13:53.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 00:13:53.928 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 00:13:54.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:13:54.076 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.20s/it][01:03<00:00, 3.17s/it] +100%|██████████| 20/20 [01:03<00:00, 3.20s/it] +2026-05-15 00:15:06.010 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_0/index_3979_seed_22078_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 00:15:11.314 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:15:35.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:15:35.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 00:15:35.656 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:14, 3.71s/it][01:14<00:00, 3.13s/it] +100%|██████████| 20/20 [01:14<00:00, 3.71s/it] +2026-05-15 00:16:55.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000199/group_0/index_3979_seed_22079_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 00:17:02.460 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 00:17:27.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 00:17:34.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 00:17:34.623 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 00:17:35.883 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.60s/it] +2026-05-15 00:19:50.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.63s (2.24min) +2026-05-15 00:19:51.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 00:22:03.432 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 199: training: 50%|█████ | 1/2 [03:41<03:41, 221.29s/it] 2026-05-15 00:29:30.804 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 200, train_steps: 8000 +Global Step 199: training: 100%|██████████| 2/2 [07:27<00:00, 223.59s/it]1, 11.07s/it] +2026-05-15 00:29:31.831 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 200 train_steps 8000 {'step': '200/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-08', 'grad_norm': '0.00929121', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.88513184', 'grpo_loop_time': '447.34317017', 'ref_model_time': '134.62757874', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86113095', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07997777', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.368e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.211e-08', 'kl_loss': '0.01179240', 'kl_moving': '0.01179240', 'kl_stepwise': '-1.864e-08', 'gathered_avg_reward_mean': '-0.07997777', 'gathered_avg_reward_std': '0.09236703', 'gathered_vlm_logprob_reward_mean': '-0.07997778', 'gathered_vlm_logprob_reward_std': '0.09236703', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07997778', 'gathered_vlm_token_credit_reward_std': '0.09236703', 'gathered_vlm_yes_no_margin_reward_mean': '3.64101577', 'gathered_vlm_yes_no_margin_reward_std': '0.82026780', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.07997778', 'gathered_ori_avg_reward_std': '0.09236703'} +2026-05-15 00:29:32.052 | INFO | __main__:validate:1984 - Running validation at step 200... +2026-05-15 00:29:32.053 | INFO | __main__:validate:1985 - Validation samples: 31 +2026-05-15 00:29:32.054 | INFO | __main__:validate:1986 - Validation video_length=121 +2026-05-15 00:29:32.055 | INFO | __main__:validate:1987 - Validation fixed global_seed=930 +2026-05-15 00:29:32.056 | INFO | __main__:validate:1988 - Validation fixed_size=480x864 +2026-05-15 00:29:32.057 | INFO | __main__:validate:1995 - Generating validation video 1/31: This cinematic close-up shot focuses on a young ma... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: This cinematic close-up shot focuses on a young man with a round, gentle face and dark, neatly combed hair. He is seated at what appears to be a wooden table. The camera is positioned at eye level, creating an intimate and personal perspective. He wears a cozy, brown knit sweater. The scene is bathed in soft, natural light that casts gentle shadows, suggesting a calm afternoon. His full attention is on the task at hand: peeling a vibrant red apple. He holds the apple in his left hand and a small, silver paring knife in his right. With practiced, deliberate movements, he guides the blade just under the skin, carving off a single, unbroken peel that begins to curl downwards. His expression is one of serene focus, his brow slightly furrowed in concentration. The background is softly out of focus, hinting at a simple, rustic kitchen setting, ensuring the viewer's attention remains on the man and the simple, satisfying act of peeling the apple. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 7271 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:44<00:00, 10.11s/it] +2026-05-15 00:36:30.519 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_000_seed_7271_This cinematic close-up shot focuses on a young ma.mp4 +2026-05-15 00:36:30.522 | INFO | __main__:validate:1995 - Generating validation video 2/31: The scene opens on a tranquil, sun-drenched meadow... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tranquil, sun-drenched meadow in the late afternoon. An eye-level full shot frames Isaac Newton, a man with long hair dressed in simple 17th-century clothing, sitting at the base of a large, gnarled apple tree. He leans against the trunk, positioned according to the rule of thirds, creating a sense of balance and space. Dappled sunlight streams through the leafy canopy, casting soft, moving shadows on the ground. Newton is completely absorbed in thought, his gaze distant and unfocused. A gentle breeze rustles the leaves. High above him, a ripe red apple loosens from its stem. It drops silently at first, then lands with a distinct 'thump' on top of Newton's head. He flinches, startled out of his deep thoughts, and instinctively raises a hand to the point of impact. His eyes dart upwards towards the branches, then scan the ground around him. He spots the offending red apple lying in the grass. His initial annoyance gives way to curiosity as he reaches down, picks it up, and holds it in his palm. He turns it over, examining it, and his expression slowly transforms into one of profound, dawning realization, the genesis of a revolutionary idea. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 861 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.03s/it] +2026-05-15 00:43:27.153 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_001_seed_861_The scene opens on a tranquil, sun-drenched meadow.mp4 +2026-05-15 00:43:27.156 | INFO | __main__:validate:1995 - Generating validation video 3/31: The scene opens on a tight, eye-level close-up of ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tight, eye-level close-up of an older, white-haired chef in a professional kitchen. His face, etched with lines of fatigue, is illuminated by a single source of side lighting, casting deep shadows that accentuate his somber mood. He is wearing a traditional white chef's jacket, slightly unbuttoned at the collar. In his right hand, he holds a stainless steel tasting spoon containing a small amount of a dark sauce. He brings the spoon to his mouth, his movements deliberate and practiced. He closes his eyes as he tastes the contents, his brow furrowing slightly. A moment of stillness hangs in the air before his expression shifts to one of clear, deep-seated disappointment. His lips press into a thin line. He lowers the spoon, his gaze directed downwards and off-camera, as if lost in thought. He then begins to shake his head slowly and deliberately from side to side, a non-verbal confirmation that the dish is not right. The background is a soft-focus blur of a sterile, industrial kitchen environment, with the metallic sheen of stainless steel surfaces and the dark shapes of hanging pots and pans barely discernible, isolating the chef in his moment of quiet professional grief. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5391 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.03s/it] +2026-05-15 00:50:22.055 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_002_seed_5391_The scene opens on a tight, eye-level close-up of .mp4 +2026-05-15 00:50:22.058 | INFO | __main__:validate:1995 - Generating validation video 4/31: The scene opens on a tight close-up of a blond man... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tight close-up of a blond man in his late 30s, his face partially illuminated by a single, harsh light source from the right, creating a dramatic chiaroscuro effect. The background is a dark, indistinct blur, suggesting a private study or office at night. Initially, his expression is neutral, perhaps listening to something off-screen. A subtle flicker of understanding crosses his features, followed by a wave of disbelief. His blue eyes widen for a moment, and his brow furrows. Then, the transformation begins. His skin seems to pale, taking on a livid, almost greyish hue under the cool light. His nostrils flare, and he draws a sharp, silent breath. His jaw clenches so tightly that a muscle bulges along his cheek. His gaze becomes a hard, piercing stare, fixed on an unseen point. His hands, which were out of frame, slowly rise into view. We see the fingers curl inward, one by one, until both hands are balled into powerful, white-knuckled fists. The veins on the back of his hands stand out, and the fists tremble with suppressed rage. He remains frozen in this state of potent, silent fury, a portrait of anger about to boil over. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5192 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:42<00:00, 10.05s/it] +2026-05-15 00:57:18.516 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_003_seed_5192_The scene opens on a tight close-up of a blond man.mp4 +2026-05-15 00:57:18.519 | INFO | __main__:validate:1995 - Generating validation video 5/31: The scene opens on a medium, eye-level shot of thr... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium, eye-level shot of three young women seated at a dining table, their forms and the environment rendered in a soft, flowing watercolor style. The woman on the left, with blonde hair tied back, wears a cream-colored sweater. In the center, a woman with dark, curly hair in a blush pink top smiles warmly. On the right, a woman with auburn hair in a terracotta dress initiates the toast. The table is adorned with simple white plates and silverware, with the focus being on three elegant glasses filled with a rich, crimson red wine. The woman on the right gracefully picks up her glass first. Following her lead, the woman in the center and then the woman on the left pick up their glasses. Their painted faces are filled with genuine joy and affection. They bring their glasses together over the center of the table, the light catching the deep red of the wine. The moment before the glasses clink is held, capturing the peak of their shared celebratory spirit. The background is a gentle wash of warm, indistinct colors, suggesting a cozy interior without distracting from the central, heartfelt action. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5735 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.03s/it] +2026-05-15 01:04:13.988 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_004_seed_5735_The scene opens on a medium, eye-level shot of thr.mp4 +2026-05-15 01:04:13.991 | INFO | __main__:validate:1995 - Generating validation video 6/31: The scene opens with a medium shot of an elderly w... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium shot of an elderly woman, appearing to be in her 80s, seated on a simple wooden stool in a public park. She has fine, silver hair neatly tied back and wears a traditional, dark-colored tunic with intricate embroidery at the collar. Her eyes are gently closed as she focuses on her music. In her hands, she holds a polished, dark wood erhu. Her left hand delicately presses the strings, her fingers moving with practiced grace, while her right hand draws the bow smoothly across them, producing a soulful, resonant melody. She hums softly, a low, gentle sound that harmonizes perfectly with the instrument's voice. A diverse crowd of onlookers, ranging from young adults to other seniors, has formed a respectful semi-circle around her. Some watch with rapt attention, their expressions contemplative. A young woman can be seen subtly recording on her phone, while an older man nods his head slowly to the rhythm. The park setting is serene, with large, mature trees whose leaves create a soft, dappled canopy. The light is diffused, characteristic of an overcast day, which lends a moody and introspective quality to the entire scene. The focus remains tightly on the woman, a figure of serene artistry amidst the quiet reverence of her audience. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6266 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.03s/it] +2026-05-15 01:11:09.020 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_005_seed_6266_The scene opens with a medium shot of an elderly w.mp4 +2026-05-15 01:11:09.022 | INFO | __main__:validate:1995 - Generating validation video 7/31: The scene is a tight close-up, rendered in a style... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is a tight close-up, rendered in a style reminiscent of a Da Vinci painting with its dramatic use of light and shadow. A petite woman is concealed within the suffocating confines of a dark closet. The composition adheres to the rule of thirds, placing her terrified face off-center. The only illumination is a stark, vertical sliver of light piercing the darkness from a door that is barely ajar. This side light carves her features out of the gloom, highlighting the sheen of tears in her wide-open eyes, the pale skin of her cheek, and the white knuckles of the hand she has clamped desperately over her mouth. Her body trembles violently and uncontrollably, a physical manifestation of her terror. She is trying to stifle any sound, her chest rising and falling in shallow, ragged breaths. The surrounding space is an abyss of black, with the faint outlines of hanging clothes creating a sense of being buried. The atmosphere is thick with dread and unbearable suspense, focusing entirely on her silent, petrified state. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 467 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.01s/it] +2026-05-15 01:18:03.545 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_006_seed_467_The scene is a tight close-up, rendered in a style.mp4 +2026-05-15 01:18:03.549 | INFO | __main__:validate:1995 - Generating validation video 8/31: The scene opens with a medium shot of a cozy, slig... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium shot of a cozy, slightly cluttered living room, bathed in the warm glow of late afternoon sun filtering through a window on the right. A middle-aged, plump man with thinning brown hair enters from the left side of the frame. He is dressed casually in a green and blue plaid button-up shirt and dark jeans, and he has a weary expression on his face. He walks towards a large, overstuffed couch with a faded, brown floral pattern. In front of the couch sits a low wooden coffee table with a stack of magazines. The man turns and lowers himself onto the couch with a tired sigh. The camera maintains an eye-level perspective, emphasizing the dramatic sinking of the well-worn cushions as they slowly give way under his substantial weight. The fabric strains and creases around him. He shifts his body slightly, finding a comfortable position before leaning his head back against the top of the sofa and closing his eyes, finally at rest. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 4427 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:39<00:00, 9.99s/it] +2026-05-15 01:24:57.799 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_007_seed_4427_The scene opens with a medium shot of a cozy, slig.mp4 +2026-05-15 01:24:57.801 | INFO | __main__:validate:1995 - Generating validation video 9/31: The scene opens on a medium long shot, capturing t... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium long shot, capturing the full form of a graceful, fair-skinned European rhythmic gymnast in the center of a competition floor. She is illuminated by a powerful, bright spotlight that makes her sparkling, royal blue leotard glitter. Her blonde hair is tied back in a neat bun. In her hands, she expertly manipulates a long, shimmering silver ribbon, which swirls and dances around her in intricate, flowing patterns as she moves. She executes a series of complex maneuvers, including a high, arching leap followed by a perfectly controlled spin, her body a picture of elegance and strength. The camera, positioned at a slightly low angle, emphasizes the height of her jumps and the grandeur of her performance. The background is dark, but filled with the blurred shapes of a massive, seated audience. The sound of their thunderous applause and enthusiastic cheers is constant, underscoring the excitement of the event. The atmosphere is electric and triumphant, celebrating the athlete's incredible skill and artistry. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5579 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.01s/it] +2026-05-15 01:31:52.941 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_008_seed_5579_The scene opens on a medium long shot, capturing t.mp4 +2026-05-15 01:31:52.943 | INFO | __main__:validate:1995 - Generating validation video 10/31: The scene opens with a stunning wide shot, filmed ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a stunning wide shot, filmed in slow motion from a low angle. Five children, a diverse group of boys and girls aged between six and ten, are running exuberantly across a vast field. The field is filled with tall, golden-yellow grass that sways gently in the breeze and reaches their waists. It's the golden hour, and the setting sun, positioned behind the children, creates a brilliant backlight. This light forms a radiant halo around their hair and outlines their bodies, separating them from the lush background. Dust motes and pollen kicked up by their running feet dance and sparkle in the sunbeams. The children are spread out, yet moving together as a group from right to left across the frame. Their faces are alight with pure joy; mouths are open in laughter, and their eyes are bright with excitement. One girl with long blonde pigtails leads the pack, looking back over her shoulder with a wide grin. A boy in a red t-shirt leaps playfully into the air. The slow-motion effect accentuates every detail: the bounce of their hair, the flowing fabric of their clothes, and the effortless grace of their youthful movements. The sky above is a soft, clear blue, providing a cool contrast to the warm tones of the field below. The atmosphere is overwhelmingly joyful, nostalgic, and evocative of the perfect, endless days of summer childhood. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 8323 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:47<00:00, 10.19s/it] +2026-05-15 01:38:54.520 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_009_seed_8323_The scene opens with a stunning wide shot, filmed .mp4 +2026-05-15 01:38:54.525 | INFO | __main__:validate:1995 - Generating validation video 11/31: The scene is captured in a dramatic low-angle medi... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is captured in a dramatic low-angle medium shot, amplifying the scale and danger of the stunt. On a completely dark stage, the only source of light is a large metal ring, fiercely ablaze with vibrant orange and yellow flames that lick and dance into the darkness. A bare-chested Asian man, his muscles taut with concentration, stands poised a few feet from the fiery obstacle. He takes a deep breath, his eyes locked on the opening. With a powerful burst of energy, he sprints forward. He launches himself into the air, tucking his legs and arms close to his body to navigate the narrow, burning passage. For a split second, he is perfectly framed within the circle of fire, a silhouette against the inferno. The intense light casts flickering shadows and highlights across his skin and simple dark pants. He passes through the ring cleanly and lands gracefully on the other side, rolling to absorb the impact before rising to his feet. The background remains an abyss of black, isolating the raw, thrilling spectacle of man versus fire. The atmosphere is thick with tension and awe at the display of courage and physical control. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 1686 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.04s/it] +2026-05-15 01:45:50.928 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_010_seed_1686_The scene is captured in a dramatic low-angle medi.mp4 +2026-05-15 01:45:50.930 | INFO | __main__:validate:1995 - Generating validation video 12/31: The scene is set in a bustling, sun-drenched town ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is set in a bustling, sun-drenched town square with historic buildings in the background. A wide, eye-level shot captures an elderly man pushing a tandem wheelchair, in which his wife is seated comfortably. They move across the cobblestone plaza, their expressions content. The entire scene is rendered in sharp focus, highlighting the textures of the environment and the details of the people. As they proceed, they come across three other elderly couples who appear to be old friends. A moment of joyful recognition passes between them. The man stops the wheelchair, and the groups merge. Smiles, waves, and cheerful chatter fill the air as they reunite, creating a lively and heartwarming tableau of enduring companionship and community in their golden years. The camera remains static, allowing the natural, happy interaction to unfold within the frame. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 770 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.00s/it] +2026-05-15 01:52:45.495 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_011_seed_770_The scene is set in a bustling, sun-drenched town .mp4 +2026-05-15 01:52:45.498 | INFO | __main__:validate:1995 - Generating validation video 13/31: The frame is filled entirely by the face of a fema... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The frame is filled entirely by the face of a female tourist in extreme distress. The shot is an unflinching extreme close-up at eye level, creating an intimate and unsettling connection with her struggle. She is breathing from a transparent oxygen mask strapped tightly to her face. Her lips, the focal point of the shot, are a deathly shade of blue-grey, a clear sign of cyanosis. They are painfully chapped, with dry skin peeling away, evidence of severe dehydration and exposure to harsh elements. With each ragged inhalation, her nostrils flare wide, the muscles in her face tensing with the sheer effort of drawing air into her lungs. A fine layer of frost and tiny ice crystals can be seen on her eyebrows and the wisps of hair escaping her fur-lined hood. The overcast natural light is stark and unforgiving, highlighting every raw texture on her skin and casting subtle, cold shadows. The background is a complete blur of white and grey, suggesting a snow-swept, high-altitude location without offering any distracting details. The only movement is the rhythmic, desperate pulse of her breathing. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6950 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.03s/it] +2026-05-15 01:59:41.216 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_012_seed_6950_The frame is filled entirely by the face of a fema.mp4 +2026-05-15 01:59:41.219 | INFO | __main__:validate:1995 - Generating validation video 14/31: The scene opens on a bright, sunny day in a lush g... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a bright, sunny day in a lush green backyard. A small boy, around six years old with tousled blond hair, is the central focus. He is dressed in a vibrant red short-sleeved t-shirt and blue denim shorts. In front of him, on the manicured lawn, sits a tall, slightly wobbly tower constructed from colorful wooden blocks of various shapes and sizes—red, blue, yellow, and green. The camera, positioned at a low angle, captures the boy as he takes a small step back to admire his handiwork. He plants his feet firmly apart, straightens his back, and places both hands squarely on his hips in a classic pose of accomplishment. His chest puffs out with pride. After a moment of contemplation, his face breaks into a huge, infectious smile, his eyes crinkling at the corners. The smile is pure, unadulterated joy and pride. The bright, natural sunlight casts a warm glow over the entire scene, creating a soft lens flare and making the colors pop. The background is slightly blurred, keeping the focus entirely on the boy and his triumphant moment. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2434 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.04s/it] +2026-05-15 02:06:36.935 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_013_seed_2434_The scene opens on a bright, sunny day in a lush g.mp4 +2026-05-15 02:06:36.938 | INFO | __main__:validate:1995 - Generating validation video 15/31: The shot opens with an extreme close-up, top-down ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The shot opens with an extreme close-up, top-down view of the back of a human hand resting on a flat, neutral gray surface. A significant, fresh laceration is centered in the frame, its edges raw and red, with a slight glistening of blood. The surrounding skin is pale. The time-lapse sequence begins, and the visual transformation is immediate and dramatic. The raw edges of the wound visibly contract, pulling towards each other as if drawn by an invisible thread. The deep red color darkens as a scab rapidly forms over the cut, a process that happens in a blur of motion. Almost as soon as it appears, the dark scab begins to shrink and flake away, revealing a layer of new, pink, and delicate skin underneath. This new tissue quickly matures, its color evening out and blending seamlessly with the surrounding skin tone. The fine lines and texture of the skin reappear over the healed area. The entire healing cycle completes in a matter of seconds, leaving the hand looking perfectly smooth and unscarred, as if the injury never occurred. The lighting remains constant and clinical throughout, highlighting every detail of the accelerated biological process. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5312 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-15 02:13:31.351 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_014_seed_5312_The shot opens with an extreme close-up, top-down .mp4 +2026-05-15 02:13:31.354 | INFO | __main__:validate:1995 - Generating validation video 16/31: The scene opens on a sweeping wide shot, composed ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a sweeping wide shot, composed according to the rule of thirds, with an elderly Chinese man positioned on the right side of the frame. He stands on an ancient, weathered stone path that meanders through a landscape of rolling hills shrouded in a thick, soft mist. The man has a deeply wrinkled face and a long, flowing white beard that reaches his chest. He wears a simple, coarse-spun brown robe and a traditional conical bamboo hat that casts a gentle shadow over his features. In his left hand, he grips a gnarled wooden cane, its surface polished smooth from years of use, providing him with stability. His entire focus is on his right hand, which is held up near his face. His brow is furrowed in concentration as his thumb methodically touches different segments of his fingers in a complex, silent calculation. The environment is lit by a diffused, natural light coming from the side, which catches the airborne mist and softly illuminates the contours of his robe and the sparse, gnarled trees dotting the background. The atmosphere is one of profound peace and deep contemplation, as if the man is solving a timeless riddle alone in nature. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5052 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-15 02:20:26.476 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_015_seed_5052_The scene opens on a sweeping wide shot, composed .mp4 +2026-05-15 02:20:26.479 | INFO | __main__:validate:1995 - Generating validation video 17/31: The scene opens with a low-angle, full shot of a w... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a low-angle, full shot of a woman with dark, flowing hair, wearing a striking, floor-length scarlet red dress. She is strolling leisurely from right to left along a winding cobblestone path in a magnificent, verdant garden. The garden is in full bloom, with an array of colorful flowers like deep pink roses and tall, yellow sunflowers flanking the path. The camera is positioned low to the ground, making the flowers in the foreground appear large and immersive, framing the woman majestically. It's the golden hour; the setting sun is out of frame but casts long shadows and bathes the scene in a warm, golden light. This backlights the woman, creating a soft, ethereal glow around her silhouette and illuminating the delicate fabric of her dress. As she walks, she gently brushes her fingertips against the petals of a rose. The camera pans smoothly, following her elegant and unhurried pace. The background consists of tall green hedges and a soft-focus view of the sky, painted with hues of orange and pink. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6421 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.01s/it] +2026-05-15 02:27:21.475 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_016_seed_6421_The scene opens with a low-angle, full shot of a w.mp4 +2026-05-15 02:27:21.480 | INFO | __main__:validate:1995 - Generating validation video 18/31: From a high-angle perspective, the entirety of a p... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: From a high-angle perspective, the entirety of a professional-grade, vibrant green tennis court is visible under a brilliant, cloudless blue sky. In the foreground, a man with short dark hair, dressed in a white polo shirt and blue shorts, is captured mid-motion. He has just completed a powerful forehand stroke, his body extended and his focus locked on the ball. The tennis racket is a blur of motion in his right hand. Across the net, in the background, his opponent, a blond man in a red shirt and white shorts, is already reacting. He is crouched low, his knees bent, moving swiftly to his left to intercept the fast-approaching yellow tennis ball. The white lines of the court stand out starkly against the green surface, and the net casts a faint, sharp shadow. The surrounding area includes a high chain-link fence, and beyond it, some out-of-focus green trees suggest a park or sports complex setting. The rally is fast and intense, a testament to the players' skill and athleticism, creating a palpable atmosphere of competition and focus. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 1185 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-15 02:34:16.578 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_017_seed_1185_From a high-angle perspective, the entirety of a p.mp4 +2026-05-15 02:34:16.581 | INFO | __main__:validate:1995 - Generating validation video 19/31: The scene opens on a wide, low-angle shot within a... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide, low-angle shot within a sprawling, sunlit temple courtyard paved with ancient stones. In the lower third of the frame, a group of three tourists comes to a halt. The group consists of an older Caucasian man with a camera around his neck, a middle-aged Asian woman in a sun hat, and a young man wearing a backpack. They are initially looking at their surroundings, a low murmur of conversation between them. The woman points upwards, and as one, they slowly begin to tilt their heads back. The camera follows their gaze, panning vertically up the massive, weathered bronze statue of Confucius that dominates the frame. The statue is depicted in a thoughtful pose, one hand stroking a long beard, its robes intricately detailed. The sunlight glints off the bronze, creating highlights and deep shadows that accentuate its aged texture. The tourists' faces, now fully visible, are filled with a silent, shared awe. The older man's mouth is slightly agape, while the woman has a hand to her chest. The young man simply stares, captivated. The background features the ornate, curved eaves of a traditional temple building against a brilliant, clear blue sky. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 4556 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:42<00:00, 10.06s/it] +2026-05-15 02:41:13.312 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_018_seed_4556_The scene opens on a wide, low-angle shot within a.mp4 +2026-05-15 02:41:13.315 | INFO | __main__:validate:1995 - Generating validation video 20/31: The scene opens on a medium shot from a slightly h... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium shot from a slightly high angle, focusing on a man in his late 50s seated in a faded, brown armchair. The room is steeped in a quiet, melancholic atmosphere, illuminated only by the soft, fading natural light from a single window off-screen. The man, with short, salt-and-pepper hair and a weary expression, is hunched forward, his shoulders slumped in a posture of defeat. He is dressed in a simple, dark gray knitted sweater. In his hands, he holds a large, crinkled newspaper. He isn't actively reading; instead, his fingers absently turn the large pages, the rustling sound being the only noise in the otherwise silent room. His gaze is distant, looking down at the paper but seemingly through it. He flips a page, lets it settle, pauses for a long moment, and then repeats the action without any change in his somber expression. The composition places him on the right third of the frame, leaving empty space to his left, which amplifies his isolation. The background is softly out of focus, showing a plain wall with a single, framed picture hanging crookedly, and the corner of a wooden side table with a cold cup of tea on it. The muted color palette of blues, grays, and browns, combined with the soft lighting, creates a poignant and deeply sorrowful mood. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 3386 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:43<00:00, 10.09s/it] +2026-05-15 02:48:11.191 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_019_seed_3386_The scene opens on a medium shot from a slightly h.mp4 +2026-05-15 02:48:11.193 | INFO | __main__:validate:1995 - Generating validation video 21/31: The scene opens on a wide, eye-level shot capturin... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide, eye-level shot capturing an old, weathered stone bridge arching over a calm, slow-moving river. It's late autumn, and the trees lining the riverbank have shed most of their leaves, their bare branches stark against the pale, overcast sky. Positioned on the right third of the frame, two young women stand close together, leaning on the thick stone parapet. The first woman, with dark hair stirred by a gentle breeze, wears a long, dark coat. Her focus is entirely on the water's gentle current. Beside her, the second woman, in a gray knitted beanie and a lighter jacket, stares into the distance, her expression lost in thought. The natural, soft light of the afternoon casts no harsh shadows, bathing the scene in a cool, somber tone. The color palette is dominated by muted blues from the water and sky, and the earthy grays and browns of the stone and landscape. They remain silent, their shared stillness and the quiet flow of the river creating a powerful, sorrowful atmosphere of shared grief or deep reflection. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6397 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.00s/it] +2026-05-15 02:55:04.135 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_020_seed_6397_The scene opens on a wide, eye-level shot capturin.mp4 +2026-05-15 02:55:04.138 | INFO | __main__:validate:1995 - Generating validation video 22/31: The scene is captured from a dynamic low-angle, wi... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is captured from a dynamic low-angle, wide shot, immersing the viewer in the world of eight young children playing in a sun-drenched park. Each child wears an identical, vibrant red hat, creating a striking visual unity against the backdrop of a verdant green lawn and a clear blue sky. They are deeply engrossed in building with a large collection of colorful wooden blocks. The low viewpoint makes their small figures seem heroic and their block structures appear like a miniature city skyline. In the center of the frame, a few children work together, carefully stacking blocks to create a tall tower. To the side, others are building lower, house-like structures. Their faces show a mixture of intense concentration and pure joy. The natural sunlight is bright and warm, casting soft shadows and highlighting the vivid colors of the blocks and the children's clothing. The atmosphere is one of innocent creativity, collaboration, and playful happiness, set within an idyllic park environment. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 8667 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-15 03:01:59.268 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_021_seed_8667_The scene is captured from a dynamic low-angle, wi.mp4 +2026-05-15 03:01:59.270 | INFO | __main__:validate:1995 - Generating validation video 23/31: The scene opens with a high-angle, close-up shot, ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a high-angle, close-up shot, focusing intently on the cupped hands of a young, bald boy kneeling at the edge of a tranquil garden pond. The water is crystal clear, revealing smooth stones at the bottom. Inside his hands, cradled in a small pool of water, is a vibrant red koi fish, its scales shimmering in the soft, natural light that filters through the leaves of an unseen tree. The boy's fingers are gentle, holding the fish securely but without pressure. His face is out of focus in the background, but his posture suggests deep concentration and care. He slowly and deliberately lowers his hands, breaking the still surface of the pond. Water ripples outwards in concentric circles. For a brief moment, the koi remains in his open palms just below the surface before it senses its freedom. With a graceful flick of its tail, the fish propels itself forward, a flash of crimson disappearing into the murky green depths of the pond. The boy keeps his hands submerged for a second longer, watching it go, before slowly withdrawing them. Droplets of water fall from his fingertips back into the pond. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9275 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.03s/it] +2026-05-15 03:08:55.289 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_022_seed_9275_The scene opens with a high-angle, close-up shot, .mp4 +2026-05-15 03:08:55.292 | INFO | __main__:validate:1995 - Generating validation video 24/31: The scene opens with a high-angle wide shot of a v... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a high-angle wide shot of a vast, untouched snowy landscape under a pale, late-afternoon sky. A solitary figure, a beautiful Chinese woman, stands in the lower right third of the frame. She has long, flowing black hair that contrasts sharply with the white snow. She is elegantly dressed, wearing a full-length, dark brown fur coat over a form-fitting black knit dress and impractical high-heeled boots. Large, dark sunglasses obscure her eyes, making her expression unreadable. The natural light is soft and cool, casting long, blue shadows across the snow. After a moment of stillness, she begins to move with a slow, almost ceremonial grace. She bends her knees, lowering her body towards the ground. Her movements are fluid and deliberate as she lies back, her fur coat spreading around her like a dark halo against the pristine white. She comes to rest fully on her back, her arms falling limply to her sides, her head turned slightly to the side. The camera holds on this image: a stark, beautiful, and poignant tableau of luxury and vulnerability against the unforgiving cold of nature. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2559 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.01s/it] +2026-05-15 03:15:50.078 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_023_seed_2559_The scene opens with a high-angle wide shot of a v.mp4 +2026-05-15 03:15:50.081 | INFO | __main__:validate:1995 - Generating validation video 25/31: The scene opens with a medium close-up on a man in... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium close-up on a man in his late forties, his face framed by a thick, unkempt beard. He is seated in what appears to be a dark study, though the background is mostly lost to shadow. The shot is rendered in a stark, high-contrast monochrome, reminiscent of film noir. A single, harsh key light illuminates the right side of his face, casting the left side in deep shadow and accentuating the sweat on his brow and the frantic look in his eyes. He is wearing a dark, woolen sweater. In his hands, he clutches a thick, hardbound book. His knuckles are white. For a moment, he stares down at the book, his chest heaving with ragged breaths. Then, with a sudden, explosive movement, he lets out a silent scream of pure rage and begins to tear at the cover. The sound of ripping cardboard and paper fills the silence. He savagely pulls the spine from the binding, then begins ripping out handfuls of pages, his movements frantic and uncontrolled. The white pages flutter down around him, stark against the surrounding darkness. He doesn't stop until the book is completely destroyed, a mangled ruin of paper and glue in his trembling hands. He then lets the remnants fall from his grasp, his head slumping forward in exhaustion and despair. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 7850 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.04s/it] +2026-05-15 03:22:46.621 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_024_seed_7850_The scene opens with a medium close-up on a man in.mp4 +2026-05-15 03:22:46.624 | INFO | __main__:validate:1995 - Generating validation video 26/31: The scene opens on a wide shot of a meticulously c... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide shot of a meticulously crafted claymation garden under a bright, sunny sky. The garden is a tapestry of vibrant colors, with lush green grass, a winding grey stone path, and oversized, whimsical flowers in pastel pinks, purples, and blues. A small clay figure of a little girl enters the frame from the right. She has brown pigtails tied with blue ribbons and is wearing a cheerful bright yellow dress. In her left hand, she clutches the red handle of a colorful, striped handbag. With a joyful expression on her face, she begins to skip along the stone path, moving from right to left across the screen. Her skipping motion is charmingly imperfect, a hallmark of stop-motion animation, with each frame capturing a distinct pose. As she skips, she swings the handbag back and forth in rhythm with her steps. In the background, a small clay butterfly with orange wings flutters near a large pink flower. The entire scene is bathed in soft, warm light, creating a gentle and heartwarming atmosphere of childhood innocence and wonder. The girl continues skipping until she exits the frame on the left. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2048 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:41<00:00, 10.03s/it] +2026-05-15 03:29:42.157 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_025_seed_2048_The scene opens on a wide shot of a meticulously c.mp4 +2026-05-15 03:29:42.159 | INFO | __main__:validate:1995 - Generating validation video 27/31: An eye-level, medium-wide shot captures a moment o... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: An eye-level, medium-wide shot captures a moment of serene harmony in a quiet park at dusk. A middle-aged Caucasian man and an Asian woman are practicing yoga together on the lush green grass. The setting sun, low on the horizon, bathes the scene in a warm, golden light, backlighting the pair and casting long shadows. They are positioned symmetrically, mirroring each other in the Warrior II (Virabhadrasana II) pose. The man, on the left, wears a grey t-shirt and black shorts. The woman, on the right, is in a teal tank top and dark leggings, her dark hair pulled into a neat ponytail. Their focus is palpable as they hold the pose, their bodies strong and steady. In the background, tall, leafy trees frame the scene, their leaves gently rustling in a soft evening breeze. After a moment of stillness, they gracefully transition in unison, lowering their arms and stepping their feet together, preparing for the next sequence, their movements fluid and synchronized, embodying a deep sense of peace and connection. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2748 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-15 03:36:37.295 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_026_seed_2748_An eye-level, medium-wide shot captures a moment o.mp4 +2026-05-15 03:36:37.298 | INFO | __main__:validate:1995 - Generating validation video 28/31: The scene opens on a medium, low-angle shot of a t... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium, low-angle shot of a teenage boy on an empty, red-surfaced running track during sunset. He is positioned on the right third of the frame, having just completed an intense sprint. He wears a striking neon green athletic jacket, unzipped to reveal a dark shirt underneath, and black running shorts. His body is bent sharply at the waist, his hands pressed firmly onto his knees for support as he struggles to recover. His dark, curly hair is damp with sweat, which also beads on his forehead and temples. His chest rises and falls rapidly and deeply, and with each ragged exhalation, a faint mist of his breath is visible in the cooling air, illuminated by the strong backlight from the setting sun. The sun, low on the horizon, casts long shadows and bathes the scene in a warm, orange glow, creating a cinematic lens flare that streaks across the frame. After a few moments of labored breathing, he slowly and painfully straightens his posture, his eyes remaining fixed on the track ahead with a look of fierce determination mixed with utter exhaustion. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9168 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:43<00:00, 10.08s/it] +2026-05-15 03:43:34.727 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_027_seed_9168_The scene opens on a medium, low-angle shot of a t.mp4 +2026-05-15 03:43:34.729 | INFO | __main__:validate:1995 - Generating validation video 29/31: The scene opens with a static, extreme wide shot f... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a static, extreme wide shot from a bird's-eye view, looking down upon a vast expanse of green lawn. The grass is almost entirely obscured by a chaotic carpet of debris left behind by a music festival: countless plastic cups, crumpled food wrappers, discarded flyers, and shimmering confetti. The early morning light, a soft golden hue, streams in from the side, casting long, dramatic shadows across the field. A single, small figure, a janitor in a dark blue uniform, moves slowly and deliberately through the mess. He pushes a wheeled trash cart ahead of him. With a mechanical grabber in one hand, he methodically picks up pieces of trash one by one, his movements precise and unhurried. He drops each item into a large, gaping black plastic bag attached to his cart. The sheer scale of the mess dwarfs him, making his task seem monumental, almost futile. In the far background, the skeletal structure of the main festival stage is visible, now silent and empty. The contrast between the colorful, festive remnants and the solitary, quiet labor of the janitor creates a powerful, contemplative mood, capturing the silent, unseen work that follows mass celebration. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9999 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-15 03:50:29.155 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_028_seed_9999_The scene opens with a static, extreme wide shot f.mp4 +2026-05-15 03:50:29.159 | INFO | __main__:validate:1995 - Generating validation video 30/31: The shot opens on a medium frame of a young baller... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The shot opens on a medium frame of a young ballerina sitting on the worn, wooden edge of a vast, dark stage. She is isolated by a single, soft spotlight from above, which casts a gentle, ethereal glow on her and plunges the surrounding theater into deep, velvety shadow. She wears a classic white tutu, its delicate layers fanning out slightly around her, and her dark hair is pulled back in a tight, perfect bun. Her face, beautifully illuminated by the soft light, is a portrait of profound sadness; her eyes are downcast and glistening with unshed tears. Initially, her slender hands rest delicately on her lap, fingers intertwined. With a slow, deliberate, and almost heartbreakingly graceful movement, she lowers them to her sides, her fingertips eventually brushing against the rough surface of the stage floor. The action is imbued with a sense of finality and deep resignation. Following this, she gently brings her legs together, her pink pointe shoes, ribbons still perfectly tied, meeting with a soft, almost inaudible touch. She holds this final pose, her gaze directed slightly downwards, lost in her sorrowful thoughts. The stark contrast between the brightly lit, fragile figure and the cavernous darkness of the empty auditorium creates a powerful, palpable feeling of isolation and deep melancholy. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 190 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.02s/it] +2026-05-15 03:57:23.734 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_029_seed_190_The shot opens on a medium frame of a young baller.mp4 +2026-05-15 03:57:23.736 | INFO | __main__:validate:1995 - Generating validation video 31/31: The scene opens on a medium shot of a teenage boy ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium shot of a teenage boy sitting alone in a brightly lit coffee shop. He is positioned on the right third of the frame, wearing black-rimmed glasses and a forest green knit sweater. Sunlight from a large, clean window to his left casts a soft glow on his face and highlights the dust motes dancing in the air. In front of him, on a rustic wooden table, sits a white ceramic mug filled with coffee, a simple leaf pattern visible in the latte art. He slowly reaches out, wrapping both hands around the warmth of the mug. He lifts it to his lips, his eyes closing for a brief moment as he takes a sip. After savoring the taste, he gently lowers the mug back onto its saucer without a sound. He turns his head slightly, his gaze directed out the window, watching the world go by with a calm, contemplative expression. The background is softly blurred, showing the indistinct shapes of other patrons, hanging plants, and an exposed brick wall, creating a peaceful and introspective atmosphere. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2735 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:40<00:00, 10.01s/it] +2026-05-15 04:04:18.330 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000200/sample_030_seed_2735_The scene opens on a medium shot of a teenage boy .mp4 +2026-05-15 04:05:48.562 | INFO | __main__:save_checkpoint:1629 - Checkpoint saved at step 200 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-200 +2026-05-15 04:06:58.351 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0) +2026-05-15 04:07:00.849 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:07:01.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:07:01.130 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:07:01.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 3.13s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-15 04:08:12.422 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_0/index_9074_seed_29894_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:08:19.570 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:08:45.969 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:08:45.981 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:08:45.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:09, 3.45s/it][01:09<00:00, 3.26s/it] +100%|██████████| 20/20 [01:09<00:00, 3.45s/it] +2026-05-15 04:10:01.625 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000200/group_0/index_9074_seed_29895_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:10:07.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:10:34.443 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:10:39.365 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:10:39.540 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:10:40.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.62s/it] +2026-05-15 04:12:54.586 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.30s (2.22min) +2026-05-15 04:12:55.750 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:15:06.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 200: training: 50%|█████ | 1/2 [03:42<03:42, 222.69s/it] 2026-05-15 04:22:34.466 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 201, train_steps: 8040 +Global Step 200: training: 100%|██████████| 2/2 [07:28<00:00, 224.08s/it]1, 11.10s/it] +2026-05-15 04:22:35.486 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 201 train_steps 8040 {'step': '201/10000', 'learning_rate': '0.00001000', 'loss': '7.264e-08', 'grad_norm': '0.00492912', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.83447266', 'grpo_loop_time': '448.28939819', 'ref_model_time': '133.30380249', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85946018', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09614389', 'token_credit_video_advantage_mean': '-4.144e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.264e-08', 'kl_loss': '0.00843020', 'kl_moving': '0.00843020', 'kl_stepwise': '-1.924e-08', 'gathered_avg_reward_mean': '-0.09614389', 'gathered_avg_reward_std': '0.09142061', 'gathered_vlm_logprob_reward_mean': '-0.09614389', 'gathered_vlm_logprob_reward_std': '0.09142061', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09614389', 'gathered_vlm_token_credit_reward_std': '0.09142061', 'gathered_vlm_yes_no_margin_reward_mean': '3.66601562', 'gathered_vlm_yes_no_margin_reward_std': '0.90722322', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.09614389', 'gathered_ori_avg_reward_std': '0.09142061'} +2026-05-15 04:22:35.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:22:35.719 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:22:35.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:22:35.911 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.15s/it][01:03<00:00, 3.07s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-15 04:23:47.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_0/index_2555_seed_28027_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:23:55.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:24:22.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:24:22.994 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:24:22.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.23s/it][01:04<00:00, 3.20s/it] +100%|██████████| 20/20 [01:04<00:00, 3.23s/it] +2026-05-15 04:25:34.115 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000201/group_0/index_2555_seed_28028_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:25:41.514 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:26:08.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:26:17.741 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:26:17.795 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:26:19.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.79s/it] +2026-05-15 04:28:34.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.72s (2.25min) +2026-05-15 04:28:35.315 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:30:46.050 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 201: training: 50%|█████ | 1/2 [03:43<03:43, 223.33s/it] 2026-05-15 04:38:13.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 202, train_steps: 8080 +Global Step 201: training: 100%|██████████| 2/2 [07:27<00:00, 223.55s/it]0, 10.94s/it] +2026-05-15 04:38:14.456 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 202 train_steps 8080 {'step': '202/10000', 'learning_rate': '0.00001000', 'loss': '-1.071e-08', 'grad_norm': '0.00944359', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.63668823', 'grpo_loop_time': '447.42230225', 'ref_model_time': '134.71514893', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88435268', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13308781', 'token_credit_video_advantage_mean': '6.985e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.129e-08', 'kl_loss': '0.00963223', 'kl_moving': '0.00963223', 'kl_stepwise': '-1.885e-08', 'gathered_avg_reward_mean': '-0.13308780', 'gathered_avg_reward_std': '0.15434998', 'gathered_vlm_logprob_reward_mean': '-0.13308781', 'gathered_vlm_logprob_reward_std': '0.15434998', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13308781', 'gathered_vlm_token_credit_reward_std': '0.15434998', 'gathered_vlm_yes_no_margin_reward_mean': '3.42109346', 'gathered_vlm_yes_no_margin_reward_std': '0.85272104', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09837548', 'gathered_ori_avg_reward_mean': '-0.13308781', 'gathered_ori_avg_reward_std': '0.15434998'} +2026-05-15 04:38:14.621 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:38:14.744 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:38:14.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:38:14.928 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.26s/it][01:05<00:00, 3.22s/it] +100%|██████████| 20/20 [01:05<00:00, 3.26s/it] +2026-05-15 04:39:28.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_0/index_3446_seed_14871_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:39:35.849 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:40:03.015 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:40:03.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:40:03.024 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:13, 3.68s/it][01:13<00:00, 3.16s/it] +100%|██████████| 20/20 [01:13<00:00, 3.68s/it] +2026-05-15 04:41:23.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000202/group_0/index_3446_seed_14872_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:41:29.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:41:54.987 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:42:02.113 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:42:02.258 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:42:03.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.75s/it] +2026-05-15 04:44:18.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.61s (2.24min) +2026-05-15 04:44:19.445 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 04:46:29.398 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 202: training: 50%|█████ | 1/2 [03:43<03:43, 223.75s/it] 2026-05-15 04:53:57.955 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 203, train_steps: 8120 +Global Step 202: training: 100%|██████████| 2/2 [07:28<00:00, 224.18s/it]1, 11.09s/it] +2026-05-15 04:53:58.920 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 203 train_steps 8120 {'step': '203/10000', 'learning_rate': '0.00001000', 'loss': '-5.541e-08', 'grad_norm': '0.00781767', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '364.75009155', 'grpo_loop_time': '448.68463135', 'ref_model_time': '134.61116028', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85105139', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05545190', 'token_credit_video_advantage_mean': '2.328e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.507e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.541e-08', 'kl_loss': '0.00896444', 'kl_moving': '0.00896444', 'kl_stepwise': '-1.959e-08', 'gathered_avg_reward_mean': '-0.05545189', 'gathered_avg_reward_std': '0.04853880', 'gathered_vlm_logprob_reward_mean': '-0.05545190', 'gathered_vlm_logprob_reward_std': '0.04853880', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05545190', 'gathered_vlm_token_credit_reward_std': '0.04853880', 'gathered_vlm_yes_no_margin_reward_mean': '4.01835918', 'gathered_vlm_yes_no_margin_reward_std': '0.87388593', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.05545190', 'gathered_ori_avg_reward_std': '0.04853880'} +2026-05-15 04:53:59.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 04:53:59.312 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 04:53:59.390 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:53:59.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.24s/it][01:04<00:00, 3.31s/it] +100%|██████████| 20/20 [01:04<00:00, 3.24s/it] +2026-05-15 04:55:11.841 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_0/index_454_seed_7519_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 04:55:18.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:55:49.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:55:49.279 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 04:55:49.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.40s/it][01:07<00:00, 3.06s/it] +100%|██████████| 20/20 [01:07<00:00, 3.40s/it] +2026-05-15 04:57:04.314 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000203/group_0/index_454_seed_7520_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 04:57:12.442 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 04:57:39.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 04:57:39.785 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 04:57:39.940 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 04:57:41.252 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.83s/it] +2026-05-15 04:59:52.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.57s (2.19min) +2026-05-15 04:59:53.895 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:02:00.521 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 203: training: 50%|█████ | 1/2 [03:42<03:42, 222.53s/it] 2026-05-15 05:09:28.586 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 204, train_steps: 8160 +Global Step 203: training: 100%|██████████| 2/2 [07:27<00:00, 223.94s/it]1, 11.03s/it] +2026-05-15 05:09:29.706 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 204 train_steps 8160 {'step': '204/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-08', 'grad_norm': '0.00591069', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.61651611', 'grpo_loop_time': '448.18133545', 'ref_model_time': '131.57386780', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87838852', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15224266', 'token_credit_video_advantage_mean': '-9.313e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-08', 'kl_loss': '0.01001377', 'kl_moving': '0.01001377', 'kl_stepwise': '-1.913e-08', 'gathered_avg_reward_mean': '-0.15224266', 'gathered_avg_reward_std': '0.18333183', 'gathered_vlm_logprob_reward_mean': '-0.15224266', 'gathered_vlm_logprob_reward_std': '0.18333183', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15224266', 'gathered_vlm_token_credit_reward_std': '0.18333183', 'gathered_vlm_yes_no_margin_reward_mean': '3.47578120', 'gathered_vlm_yes_no_margin_reward_std': '1.04467559', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514587', 'gathered_ori_avg_reward_mean': '-0.15224266', 'gathered_ori_avg_reward_std': '0.18333183'} +2026-05-15 05:09:29.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:09:30.033 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:09:30.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:09:30.282 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.18s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-15 05:10:40.303 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_0/index_9739_seed_32850_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:10:47.962 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:11:11.405 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:11:11.427 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:11:11.428 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:12, 3.61s/it][01:12<00:00, 3.22s/it] +100%|██████████| 20/20 [01:12<00:00, 3.61s/it] +2026-05-15 05:12:30.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000204/group_0/index_9739_seed_32851_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:12:36.266 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:13:03.539 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:13:10.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:13:10.518 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:13:11.769 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.64s/it] +2026-05-15 05:15:22.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.95s (2.17min) +2026-05-15 05:15:23.265 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:17:35.519 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 204: training: 50%|█████ | 1/2 [03:40<03:40, 220.24s/it] 2026-05-15 05:25:00.778 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 205, train_steps: 8200 +Global Step 204: training: 100%|██████████| 2/2 [07:25<00:00, 222.70s/it]1, 11.02s/it] +2026-05-15 05:25:01.873 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 205 train_steps 8200 {'step': '205/10000', 'learning_rate': '0.00001000', 'loss': '6.612e-08', 'grad_norm': '0.00756725', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.30148315', 'grpo_loop_time': '445.40762329', 'ref_model_time': '129.95159912', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85815889', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08200566', 'token_credit_video_advantage_mean': '-4.703e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.411e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.240e-08', 'kl_loss': '0.00937207', 'kl_moving': '0.00937208', 'kl_stepwise': '-1.960e-08', 'gathered_avg_reward_mean': '-0.08200566', 'gathered_avg_reward_std': '0.08354317', 'gathered_vlm_logprob_reward_mean': '-0.08200566', 'gathered_vlm_logprob_reward_std': '0.08354317', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08200566', 'gathered_vlm_token_credit_reward_std': '0.08354317', 'gathered_vlm_yes_no_margin_reward_mean': '3.60195303', 'gathered_vlm_yes_no_margin_reward_std': '0.82893598', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.08200566', 'gathered_ori_avg_reward_std': '0.08354317'} +2026-05-15 05:25:02.051 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:25:02.184 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:25:02.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:25:02.515 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.12s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-15 05:26:14.236 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_0/index_128_seed_19083_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:26:21.594 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:26:46.715 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:26:46.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:26:46.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:14, 3.70s/it][01:14<00:00, 3.26s/it] +100%|██████████| 20/20 [01:14<00:00, 3.70s/it] +2026-05-15 05:28:07.487 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000205/group_0/index_128_seed_19084_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:28:13.343 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:28:39.613 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:28:43.455 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:28:43.628 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:28:44.881 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.96s/it] +2026-05-15 05:30:55.459 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.30s (2.17min) +2026-05-15 05:30:56.529 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:33:07.168 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 205: training: 50%|█████ | 1/2 [03:42<03:42, 222.08s/it] 2026-05-15 05:40:33.777 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 206, train_steps: 8240 +Global Step 205: training: 100%|██████████| 2/2 [07:26<00:00, 223.23s/it]1, 11.05s/it] +2026-05-15 05:40:34.851 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 206 train_steps 8240 {'step': '206/10000', 'learning_rate': '0.00001000', 'loss': '-3.935e-08', 'grad_norm': '0.00627927', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.41882324', 'grpo_loop_time': '446.74002075', 'ref_model_time': '130.30412292', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89284146', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10914549', 'token_credit_video_advantage_mean': '2.549e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.958e-08', 'kl_loss': '0.01006578', 'kl_moving': '0.01006578', 'kl_stepwise': '-2.041e-08', 'gathered_avg_reward_mean': '-0.10914548', 'gathered_avg_reward_std': '0.08041332', 'gathered_vlm_logprob_reward_mean': '-0.10914549', 'gathered_vlm_logprob_reward_std': '0.08041332', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10914549', 'gathered_vlm_token_credit_reward_std': '0.08041332', 'gathered_vlm_yes_no_margin_reward_mean': '3.28906250', 'gathered_vlm_yes_no_margin_reward_std': '0.83283299', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806247', 'gathered_ori_avg_reward_mean': '-0.10914549', 'gathered_ori_avg_reward_std': '0.08041332'} +2026-05-15 05:40:35.071 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:40:35.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:40:35.286 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:40:35.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.31s/it][01:06<00:00, 3.29s/it] +100%|██████████| 20/20 [01:06<00:00, 3.31s/it] +2026-05-15 05:41:49.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_0/index_3909_seed_11218_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:41:54.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:42:18.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:42:18.973 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:42:18.974 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:14, 3.71s/it][01:14<00:00, 3.22s/it] +100%|██████████| 20/20 [01:14<00:00, 3.71s/it] +2026-05-15 05:43:39.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000206/group_0/index_3909_seed_11219_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:43:47.175 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:44:14.545 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:44:17.081 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:44:17.252 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:44:18.840 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.83s/it] +2026-05-15 05:46:30.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.83s (2.20min) +2026-05-15 05:46:31.861 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 05:48:41.079 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 206: training: 50%|█████ | 1/2 [03:45<03:45, 225.09s/it] 2026-05-15 05:56:12.044 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 207, train_steps: 8280 +Global Step 206: training: 100%|██████████| 2/2 [07:30<00:00, 225.38s/it]1, 11.12s/it] +2026-05-15 05:56:13.107 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 207 train_steps 8280 {'step': '207/10000', 'learning_rate': '0.00001000', 'loss': '-1.490e-08', 'grad_norm': '0.00699317', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.71954346', 'grpo_loop_time': '451.05285645', 'ref_model_time': '131.82696533', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87853020', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08807287', 'token_credit_video_advantage_mean': '1.490e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.490e-08', 'kl_loss': '0.01031449', 'kl_moving': '0.01031450', 'kl_stepwise': '-1.963e-08', 'gathered_avg_reward_mean': '-0.08807286', 'gathered_avg_reward_std': '0.09279351', 'gathered_vlm_logprob_reward_mean': '-0.08807287', 'gathered_vlm_logprob_reward_std': '0.09279351', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08807287', 'gathered_vlm_token_credit_reward_std': '0.09279351', 'gathered_vlm_yes_no_margin_reward_mean': '3.78437495', 'gathered_vlm_yes_no_margin_reward_std': '0.76538265', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.08807287', 'gathered_ori_avg_reward_std': '0.09279351'} +2026-05-15 05:56:13.310 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 05:56:13.426 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 05:56:13.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:56:13.597 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.20s/it][01:03<00:00, 3.12s/it] +100%|██████████| 20/20 [01:03<00:00, 3.20s/it] +2026-05-15 05:57:25.804 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_0/index_5368_seed_27845_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 05:57:32.911 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:58:02.013 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:58:02.039 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 05:58:02.040 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.36s/it][01:07<00:00, 3.13s/it] +100%|██████████| 20/20 [01:07<00:00, 3.36s/it] +2026-05-15 05:59:16.186 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000207/group_0/index_5368_seed_27846_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 05:59:22.544 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 05:59:48.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 05:59:56.174 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 05:59:56.367 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 05:59:57.715 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.85s/it] +2026-05-15 06:02:11.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.85s (2.23min) +2026-05-15 06:02:12.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:04:25.720 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 207: training: 50%|█████ | 1/2 [03:42<03:42, 222.23s/it] 2026-05-15 06:11:52.650 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 208, train_steps: 8320 +Global Step 207: training: 100%|██████████| 2/2 [07:26<00:00, 223.37s/it]0, 10.99s/it] +2026-05-15 06:11:53.668 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 208 train_steps 8320 {'step': '208/10000', 'learning_rate': '0.00001000', 'loss': '5.402e-08', 'grad_norm': '0.00620542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.30072021', 'grpo_loop_time': '447.11904907', 'ref_model_time': '133.85459900', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84837830', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10506175', 'token_credit_video_advantage_mean': '-4.284e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.402e-08', 'kl_loss': '0.00948882', 'kl_moving': '0.00948882', 'kl_stepwise': '-1.924e-08', 'gathered_avg_reward_mean': '-0.10506175', 'gathered_avg_reward_std': '0.09137258', 'gathered_vlm_logprob_reward_mean': '-0.10506174', 'gathered_vlm_logprob_reward_std': '0.09137257', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10506174', 'gathered_vlm_token_credit_reward_std': '0.09137257', 'gathered_vlm_yes_no_margin_reward_mean': '3.46289062', 'gathered_vlm_yes_no_margin_reward_std': '0.82376796', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806248', 'gathered_ori_avg_reward_mean': '-0.10506174', 'gathered_ori_avg_reward_std': '0.09137257'} +2026-05-15 06:11:53.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:11:54.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:11:54.156 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:11:54.230 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.15s/it] +2026-05-15 06:13:05.085 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_0/index_1780_seed_27246_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 06:13:12.553 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:13:38.914 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:13:38.922 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:13:38.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.37s/it][01:07<00:00, 3.13s/it] +100%|██████████| 20/20 [01:07<00:00, 3.37s/it] +2026-05-15 06:14:53.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000208/group_0/index_1780_seed_27247_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 06:15:00.643 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:15:26.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:15:31.419 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:15:31.541 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 06:15:32.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.70s/it] +2026-05-15 06:17:44.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.17s (2.19min) +2026-05-15 06:17:45.320 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:19:57.881 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 208: training: 50%|█████ | 1/2 [03:45<03:45, 225.00s/it] 2026-05-15 06:27:29.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 209, train_steps: 8360 +Global Step 208: training: 100%|██████████| 2/2 [07:31<00:00, 225.61s/it]1, 11.16s/it] +2026-05-15 06:27:29.971 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 209 train_steps 8360 {'step': '209/10000', 'learning_rate': '0.00001000', 'loss': '-3.865e-08', 'grad_norm': '0.00719461', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.25585938', 'grpo_loop_time': '451.27365112', 'ref_model_time': '131.17425537', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86106920', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11073741', 'token_credit_video_advantage_mean': '2.654e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.865e-08', 'kl_loss': '0.01203123', 'kl_moving': '0.01203123', 'kl_stepwise': '-2.064e-08', 'gathered_avg_reward_mean': '-0.11073742', 'gathered_avg_reward_std': '0.10600161', 'gathered_vlm_logprob_reward_mean': '-0.11073741', 'gathered_vlm_logprob_reward_std': '0.10600161', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11073741', 'gathered_vlm_token_credit_reward_std': '0.10600161', 'gathered_vlm_yes_no_margin_reward_mean': '3.42500019', 'gathered_vlm_yes_no_margin_reward_std': '0.78678042', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.11073741', 'gathered_ori_avg_reward_std': '0.10600161'} +2026-05-15 06:27:30.161 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:27:30.277 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:27:30.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:27:30.476 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.13s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-15 06:28:41.386 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_0/index_6573_seed_18771_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 06:28:47.415 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:29:12.186 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:29:12.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:29:12.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.43s/it][01:08<00:00, 3.10s/it] +100%|██████████| 20/20 [01:08<00:00, 3.43s/it] +2026-05-15 06:30:27.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000209/group_0/index_6573_seed_18772_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 06:30:35.499 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:31:00.930 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:31:05.477 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:31:05.632 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 06:31:07.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.48s/it] +2026-05-15 06:33:16.628 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.36s (2.16min) +2026-05-15 06:33:17.803 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:35:26.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 209: training: 50%|█████ | 1/2 [03:42<03:42, 222.81s/it] 2026-05-15 06:42:53.332 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 210, train_steps: 8400 +Global Step 209: training: 100%|██████████| 2/2 [07:26<00:00, 223.35s/it]0, 10.92s/it] +2026-05-15 06:42:54.100 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 210 train_steps 8400 {'step': '210/10000', 'learning_rate': '0.00001000', 'loss': '1.886e-08', 'grad_norm': '0.00571726', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.56927490', 'grpo_loop_time': '446.79177856', 'ref_model_time': '129.36216736', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87419045', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12124714', 'token_credit_video_advantage_mean': '-2.107e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.394e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.886e-08', 'kl_loss': '0.01003798', 'kl_moving': '0.01003798', 'kl_stepwise': '-1.894e-08', 'gathered_avg_reward_mean': '-0.12124715', 'gathered_avg_reward_std': '0.15062431', 'gathered_vlm_logprob_reward_mean': '-0.12124714', 'gathered_vlm_logprob_reward_std': '0.15062431', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12124714', 'gathered_vlm_token_credit_reward_std': '0.15062431', 'gathered_vlm_yes_no_margin_reward_mean': '3.78359365', 'gathered_vlm_yes_no_margin_reward_std': '1.06083703', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11659224', 'gathered_ori_avg_reward_mean': '-0.12124714', 'gathered_ori_avg_reward_std': '0.15062431'} +2026-05-15 06:43:56.210 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0) +2026-05-15 06:43:59.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:43:59.671 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:43:59.863 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:44:00.280 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.23s/it][01:04<00:00, 3.26s/it] +100%|██████████| 20/20 [01:04<00:00, 3.23s/it] +2026-05-15 06:45:13.120 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_0/index_6833_seed_11968_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 06:45:20.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:45:47.609 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:45:47.617 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:45:47.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.38s/it][01:07<00:00, 3.22s/it] +100%|██████████| 20/20 [01:07<00:00, 3.38s/it] +2026-05-15 06:47:02.128 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000210/group_0/index_6833_seed_11969_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 06:47:10.858 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 06:47:37.284 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 06:47:39.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 06:47:39.623 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 06:47:40.925 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.48s/it] +2026-05-15 06:49:51.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.71s (2.18min) +2026-05-15 06:49:53.032 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 06:52:01.411 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 210: training: 50%|█████ | 1/2 [03:42<03:42, 222.75s/it] 2026-05-15 06:59:27.768 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 211, train_steps: 8440 +Global Step 210: training: 100%|██████████| 2/2 [07:26<00:00, 223.10s/it]0, 10.88s/it] +2026-05-15 06:59:28.606 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 211 train_steps 8440 {'step': '211/10000', 'learning_rate': '0.00001000', 'loss': '-5.262e-08', 'grad_norm': '0.00548737', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.59008789', 'grpo_loop_time': '446.26177979', 'ref_model_time': '130.71467590', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86185199', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09917437', 'token_credit_video_advantage_mean': '3.516e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.419e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00922695', 'kl_moving': '0.00922696', 'kl_stepwise': '-1.904e-08', 'gathered_avg_reward_mean': '-0.09917437', 'gathered_avg_reward_std': '0.13184822', 'gathered_vlm_logprob_reward_mean': '-0.09917437', 'gathered_vlm_logprob_reward_std': '0.13184820', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09917437', 'gathered_vlm_token_credit_reward_std': '0.13184820', 'gathered_vlm_yes_no_margin_reward_mean': '3.91210914', 'gathered_vlm_yes_no_margin_reward_std': '0.88158226', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.09917437', 'gathered_ori_avg_reward_std': '0.13184820'} +2026-05-15 06:59:28.761 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 06:59:28.891 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 06:59:28.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 06:59:29.087 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 3.21s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-15 07:00:41.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_0/index_5117_seed_25587_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:00:46.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:01:13.337 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:01:13.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:01:13.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:13, 3.68s/it][01:13<00:00, 3.21s/it] +100%|██████████| 20/20 [01:13<00:00, 3.68s/it] +2026-05-15 07:02:33.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000211/group_0/index_5117_seed_25588_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:02:38.899 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:03:03.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:03:11.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:03:11.824 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:03:13.546 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.21s/it] +2026-05-15 07:05:23.202 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.60s (2.16min) +2026-05-15 07:05:24.202 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:07:35.378 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 211: training: 50%|█████ | 1/2 [03:40<03:40, 220.89s/it] 2026-05-15 07:15:01.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 212, train_steps: 8480 +Global Step 211: training: 100%|██████████| 2/2 [07:26<00:00, 223.06s/it]1, 11.04s/it] +2026-05-15 07:15:02.585 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 212 train_steps 8480 {'step': '212/10000', 'learning_rate': '0.00001000', 'loss': '5.402e-08', 'grad_norm': '0.00581830', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.36560059', 'grpo_loop_time': '446.13293457', 'ref_model_time': '129.59716797', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85436165', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10384065', 'token_credit_video_advantage_mean': '-2.980e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.402e-08', 'kl_loss': '0.00859631', 'kl_moving': '0.00859631', 'kl_stepwise': '-2.006e-08', 'gathered_avg_reward_mean': '-0.10384065', 'gathered_avg_reward_std': '0.12432674', 'gathered_vlm_logprob_reward_mean': '-0.10384065', 'gathered_vlm_logprob_reward_std': '0.12432674', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10384065', 'gathered_vlm_token_credit_reward_std': '0.12432674', 'gathered_vlm_yes_no_margin_reward_mean': '3.62812519', 'gathered_vlm_yes_no_margin_reward_std': '1.16961455', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076780', 'gathered_ori_avg_reward_mean': '-0.10384065', 'gathered_ori_avg_reward_std': '0.12432674'} +2026-05-15 07:15:02.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 07:15:02.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:15:02.997 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:15:03.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.23s/it][01:04<00:00, 3.15s/it] +100%|██████████| 20/20 [01:04<00:00, 3.23s/it] +2026-05-15 07:16:16.052 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_0/index_1303_seed_9598_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:16:21.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:16:49.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:16:49.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:16:49.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.34s/it][01:06<00:00, 3.10s/it] +100%|██████████| 20/20 [01:06<00:00, 3.34s/it] +2026-05-15 07:18:02.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000212/group_0/index_1303_seed_9599_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:18:07.738 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:18:35.618 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:18:39.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:18:39.928 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:18:41.225 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.16s/it] +2026-05-15 07:20:53.123 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.76s (2.20min) +2026-05-15 07:20:54.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:23:06.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 212: training: 50%|█████ | 1/2 [03:41<03:41, 221.54s/it] 2026-05-15 07:30:33.909 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 213, train_steps: 8520 +Global Step 212: training: 100%|██████████| 2/2 [07:26<00:00, 223.43s/it]0, 11.00s/it] +2026-05-15 07:30:34.690 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 213 train_steps 8520 {'step': '213/10000', 'learning_rate': '0.00001000', 'loss': '-6.892e-08', 'grad_norm': '0.00561252', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.36950684', 'grpo_loop_time': '446.90988159', 'ref_model_time': '131.75573730', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85868466', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08853141', 'token_credit_video_advantage_mean': '5.029e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.491e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.892e-08', 'kl_loss': '0.00915988', 'kl_moving': '0.00915988', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '-0.08853141', 'gathered_avg_reward_std': '0.08065666', 'gathered_vlm_logprob_reward_mean': '-0.08853140', 'gathered_vlm_logprob_reward_std': '0.08065666', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08853140', 'gathered_vlm_token_credit_reward_std': '0.08065666', 'gathered_vlm_yes_no_margin_reward_mean': '3.72304678', 'gathered_vlm_yes_no_margin_reward_std': '0.79501992', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.08853140', 'gathered_ori_avg_reward_std': '0.08065666'} +2026-05-15 07:30:34.819 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 07:30:34.936 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:30:35.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:30:35.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.06s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-15 07:31:45.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_0/index_2436_seed_30250_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:31:51.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:32:13.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:32:13.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:32:13.634 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.45s/it][01:08<00:00, 3.07s/it] +100%|██████████| 20/20 [01:08<00:00, 3.45s/it] +2026-05-15 07:33:28.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000213/group_0/index_2436_seed_30251_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:33:35.446 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:33:57.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:34:08.703 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:34:08.801 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:34:09.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.15s/it] +2026-05-15 07:36:22.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.00s (2.20min) +2026-05-15 07:36:23.408 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:38:30.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 213: training: 50%|█████ | 1/2 [03:43<03:43, 223.58s/it] 2026-05-15 07:45:58.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 214, train_steps: 8560 +Global Step 213: training: 100%|██████████| 2/2 [07:27<00:00, 223.89s/it]1, 11.10s/it] +2026-05-15 07:45:59.589 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 214 train_steps 8560 {'step': '214/10000', 'learning_rate': '0.00001000', 'loss': '-3.912e-08', 'grad_norm': '0.00591043', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.53390503', 'grpo_loop_time': '447.81863403', 'ref_model_time': '131.99691772', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86745423', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06272849', 'token_credit_video_advantage_mean': '1.257e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.912e-08', 'kl_loss': '0.00924449', 'kl_moving': '0.00924449', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '-0.06272850', 'gathered_avg_reward_std': '0.06445400', 'gathered_vlm_logprob_reward_mean': '-0.06272849', 'gathered_vlm_logprob_reward_std': '0.06445400', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06272849', 'gathered_vlm_token_credit_reward_std': '0.06445400', 'gathered_vlm_yes_no_margin_reward_mean': '3.87617207', 'gathered_vlm_yes_no_margin_reward_std': '0.80126160', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.06272849', 'gathered_ori_avg_reward_std': '0.06445400'} +2026-05-15 07:45:59.777 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 07:45:59.890 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 07:45:59.957 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:46:00.129 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.21s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-15 07:47:11.497 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_0/index_9778_seed_18904_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 07:47:16.529 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:47:38.871 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:47:38.879 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 07:47:38.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:17, 3.85s/it][01:17<00:00, 3.18s/it] +100%|██████████| 20/20 [01:17<00:00, 3.85s/it] +2026-05-15 07:49:02.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000214/group_0/index_9778_seed_18905_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 07:49:09.053 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 07:49:32.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 07:49:42.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 07:49:42.610 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 07:49:43.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.35s/it] +2026-05-15 07:51:58.531 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.33s (2.24min) +2026-05-15 07:51:59.578 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 07:54:14.480 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 214: training: 50%|█████ | 1/2 [03:41<03:41, 221.59s/it] 2026-05-15 08:01:40.773 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 215, train_steps: 8600 +Global Step 214: training: 100%|██████████| 2/2 [07:26<00:00, 223.07s/it]1, 11.04s/it] +2026-05-15 08:01:41.418 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 215 train_steps 8600 {'step': '215/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-08', 'grad_norm': '0.00634881', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.74755859', 'grpo_loop_time': '446.19830322', 'ref_model_time': '134.32659912', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88223428', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14611092', 'token_credit_video_advantage_mean': '2.142e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-08', 'kl_loss': '0.00909748', 'kl_moving': '0.00909748', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '-0.14611092', 'gathered_avg_reward_std': '0.16742723', 'gathered_vlm_logprob_reward_mean': '-0.14611092', 'gathered_vlm_logprob_reward_std': '0.16742723', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14611092', 'gathered_vlm_token_credit_reward_std': '0.16742723', 'gathered_vlm_yes_no_margin_reward_mean': '3.39296865', 'gathered_vlm_yes_no_margin_reward_std': '1.08187723', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10879308', 'gathered_ori_avg_reward_mean': '-0.14611092', 'gathered_ori_avg_reward_std': '0.16742723'} +2026-05-15 08:01:41.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:01:41.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:01:41.948 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:01:42.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.12s/it][01:02<00:00, 3.15s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-15 08:02:51.452 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_0/index_7346_seed_7520_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:02:57.430 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:03:20.455 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:03:20.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:03:20.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:14, 3.74s/it][01:14<00:00, 3.07s/it] +100%|██████████| 20/20 [01:14<00:00, 3.74s/it] +2026-05-15 08:04:41.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000215/group_0/index_7346_seed_7521_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:04:48.232 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:05:12.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:05:16.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:05:17.019 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:05:18.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.42s/it] +2026-05-15 08:07:29.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.61s (2.18min) +2026-05-15 08:07:30.242 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:09:37.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 215: training: 50%|█████ | 1/2 [03:41<03:41, 221.46s/it] 2026-05-15 08:17:03.323 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 216, train_steps: 8640 +Global Step 215: training: 100%|██████████| 2/2 [07:25<00:00, 222.83s/it]0, 11.00s/it] +2026-05-15 08:17:04.433 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 216 train_steps 8640 {'step': '216/10000', 'learning_rate': '0.00001000', 'loss': '-3.912e-08', 'grad_norm': '0.00744538', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.47631836', 'grpo_loop_time': '445.95037842', 'ref_model_time': '130.61309814', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85664111', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08275112', 'token_credit_video_advantage_mean': '2.980e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.357e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.912e-08', 'kl_loss': '0.00896233', 'kl_moving': '0.00896233', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '-0.08275112', 'gathered_avg_reward_std': '0.08459313', 'gathered_vlm_logprob_reward_mean': '-0.08275111', 'gathered_vlm_logprob_reward_std': '0.08459313', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08275111', 'gathered_vlm_token_credit_reward_std': '0.08459313', 'gathered_vlm_yes_no_margin_reward_mean': '3.74687481', 'gathered_vlm_yes_no_margin_reward_std': '0.71845782', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08275111', 'gathered_ori_avg_reward_std': '0.08459313'} +2026-05-15 08:17:04.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:17:04.860 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:17:04.916 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:17:05.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.10s/it][01:02<00:00, 3.14s/it] +100%|██████████| 20/20 [01:02<00:00, 3.10s/it] +2026-05-15 08:18:14.453 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_0/index_1131_seed_17444_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:18:19.404 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:18:42.513 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:18:42.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:18:42.520 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:13, 3.70s/it][01:13<00:00, 3.08s/it] +100%|██████████| 20/20 [01:13<00:00, 3.70s/it] +2026-05-15 08:20:01.796 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000216/group_0/index_1131_seed_17445_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:20:05.676 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:20:27.411 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:20:47.281 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:20:47.401 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:20:48.647 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.95s/it] +2026-05-15 08:23:01.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.92s (2.22min) +2026-05-15 08:23:03.008 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:25:11.766 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 216: training: 50%|█████ | 1/2 [03:42<03:42, 222.43s/it] 2026-05-15 08:32:39.144 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 217, train_steps: 8680 +Global Step 216: training: 100%|██████████| 2/2 [07:27<00:00, 223.61s/it]1, 11.06s/it] +2026-05-15 08:32:40.066 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 217 train_steps 8680 {'step': '217/10000', 'learning_rate': '0.00001000', 'loss': '4.936e-08', 'grad_norm': '0.00526679', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.25222778', 'grpo_loop_time': '447.60302734', 'ref_model_time': '132.91761780', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85665417', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14108367', 'token_credit_video_advantage_mean': '-3.213e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.443e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.936e-08', 'kl_loss': '0.00977525', 'kl_moving': '0.00977526', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '-0.14108369', 'gathered_avg_reward_std': '0.17727016', 'gathered_vlm_logprob_reward_mean': '-0.14108369', 'gathered_vlm_logprob_reward_std': '0.17727014', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14108369', 'gathered_vlm_token_credit_reward_std': '0.17727014', 'gathered_vlm_yes_no_margin_reward_mean': '3.51914048', 'gathered_vlm_yes_no_margin_reward_std': '0.88297421', 'gathered_vlm_yes_ratio_reward_mean': '0.93124998', 'gathered_vlm_yes_ratio_reward_std': '0.12358575', 'gathered_ori_avg_reward_mean': '-0.14108369', 'gathered_ori_avg_reward_std': '0.17727014'} +2026-05-15 08:32:40.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:32:40.572 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:32:40.678 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:32:40.815 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.08s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-15 08:33:49.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_0/index_8909_seed_24565_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:33:54.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:34:15.639 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:34:15.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:34:15.646 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:18, 3.92s/it][01:18<00:00, 3.21s/it] +100%|██████████| 20/20 [01:18<00:00, 3.92s/it] +2026-05-15 08:35:40.228 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000217/group_0/index_8909_seed_24566_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:35:46.844 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:36:08.118 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:36:21.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:36:21.542 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:36:22.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.23s/it] +2026-05-15 08:38:37.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.84s (2.23min) +2026-05-15 08:38:38.192 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:40:46.004 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 217: training: 50%|█████ | 1/2 [03:44<03:44, 224.53s/it] 2026-05-15 08:48:15.917 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 218, train_steps: 8720 +Global Step 217: training: 100%|██████████| 2/2 [07:30<00:00, 225.02s/it]1, 11.06s/it] +2026-05-15 08:48:16.870 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 218 train_steps 8720 {'step': '218/10000', 'learning_rate': '0.00001000', 'loss': '3.912e-08', 'grad_norm': '0.00574196', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.64984131', 'grpo_loop_time': '450.20944214', 'ref_model_time': '133.84060669', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89619887', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14365843', 'token_credit_video_advantage_mean': '-1.676e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.912e-08', 'kl_loss': '0.00918115', 'kl_moving': '0.00918115', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '-0.14365843', 'gathered_avg_reward_std': '0.12702844', 'gathered_vlm_logprob_reward_mean': '-0.14365843', 'gathered_vlm_logprob_reward_std': '0.12702844', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14365843', 'gathered_vlm_token_credit_reward_std': '0.12702844', 'gathered_vlm_yes_no_margin_reward_mean': '3.11406255', 'gathered_vlm_yes_no_margin_reward_std': '0.61241829', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660254', 'gathered_ori_avg_reward_mean': '-0.14365843', 'gathered_ori_avg_reward_std': '0.12702844'} +2026-05-15 08:48:17.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 08:48:17.436 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 08:48:17.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:48:17.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.11s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-15 08:49:29.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_0/index_919_seed_561_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 08:49:33.423 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:49:53.402 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:49:53.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 08:49:53.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:25, 4.26s/it][01:25<00:00, 3.25s/it] +100%|██████████| 20/20 [01:25<00:00, 4.26s/it] +2026-05-15 08:51:23.847 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000218/group_0/index_919_seed_562_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 08:51:27.080 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 08:51:45.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 08:52:02.726 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 08:52:02.845 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 08:52:03.795 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.11s/it] +2026-05-15 08:54:18.767 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.44s (2.24min) +2026-05-15 08:54:19.844 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 08:56:32.072 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 218: training: 50%|█████ | 1/2 [03:43<03:43, 223.86s/it] 2026-05-15 09:04:00.876 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 219, train_steps: 8760 +Global Step 218: training: 100%|██████████| 2/2 [07:28<00:00, 224.35s/it]0, 10.95s/it] +2026-05-15 09:04:01.467 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 219 train_steps 8760 {'step': '219/10000', 'learning_rate': '0.00001000', 'loss': '-6.100e-08', 'grad_norm': '0.00756567', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '362.42434692', 'grpo_loop_time': '448.73724365', 'ref_model_time': '134.43597412', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88562912', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12753673', 'token_credit_video_advantage_mean': '5.076e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.365e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.100e-08', 'kl_loss': '0.01051851', 'kl_moving': '0.01051851', 'kl_stepwise': '-1.825e-08', 'gathered_avg_reward_mean': '-0.12753671', 'gathered_avg_reward_std': '0.11210202', 'gathered_vlm_logprob_reward_mean': '-0.12753671', 'gathered_vlm_logprob_reward_std': '0.11210202', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12753671', 'gathered_vlm_token_credit_reward_std': '0.11210202', 'gathered_vlm_yes_no_margin_reward_mean': '3.21367216', 'gathered_vlm_yes_no_margin_reward_std': '0.77711320', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.12753671', 'gathered_ori_avg_reward_std': '0.11210202'} +2026-05-15 09:04:01.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:04:01.934 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:04:02.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:04:02.196 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.10s/it][01:02<00:00, 3.07s/it] +100%|██████████| 20/20 [01:02<00:00, 3.10s/it] +2026-05-15 09:05:10.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_0/index_2135_seed_16974_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:05:15.647 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:05:34.949 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:05:34.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:05:34.956 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:19, 3.98s/it][01:19<00:00, 3.22s/it] +100%|██████████| 20/20 [01:19<00:00, 3.98s/it] +2026-05-15 09:06:59.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000219/group_0/index_2135_seed_16975_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:07:03.123 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:07:22.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:07:37.793 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:07:37.898 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:07:38.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.45s/it] +2026-05-15 09:09:48.990 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.67s (2.16min) +2026-05-15 09:09:50.024 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:12:02.474 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 219: training: 50%|█████ | 1/2 [03:43<03:43, 223.13s/it] 2026-05-15 09:19:30.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 220, train_steps: 8800 +Global Step 219: training: 100%|██████████| 2/2 [07:28<00:00, 224.15s/it]1, 11.07s/it] +2026-05-15 09:19:31.712 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 220 train_steps 8800 {'step': '220/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00590457', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.11352539', 'grpo_loop_time': '448.57513428', 'ref_model_time': '129.66790771', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88154799', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07751708', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.01122025', 'kl_moving': '0.01122025', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '-0.07751708', 'gathered_avg_reward_std': '0.06739108', 'gathered_vlm_logprob_reward_mean': '-0.07751708', 'gathered_vlm_logprob_reward_std': '0.06739109', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07751708', 'gathered_vlm_token_credit_reward_std': '0.06739109', 'gathered_vlm_yes_no_margin_reward_mean': '3.61367178', 'gathered_vlm_yes_no_margin_reward_std': '0.50239521', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.07751708', 'gathered_ori_avg_reward_std': '0.06739109'} +2026-05-15 09:20:31.485 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0) +2026-05-15 09:20:37.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:20:37.701 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:20:37.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:20:38.061 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-15 09:21:46.620 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_0/index_9566_seed_29737_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:21:49.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:22:08.657 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:22:08.665 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:22:08.666 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:22, 4.15s/it][01:22<00:00, 3.15s/it] +100%|██████████| 20/20 [01:22<00:00, 4.15s/it] +2026-05-15 09:23:37.163 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000220/group_0/index_9566_seed_29738_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:23:40.437 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:23:59.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:24:14.487 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:24:14.612 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:24:15.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.38s/it] +2026-05-15 09:26:31.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.21s (2.25min) +2026-05-15 09:26:32.437 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:28:40.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 220: training: 50%|█████ | 1/2 [03:44<03:44, 224.94s/it] 2026-05-15 09:36:11.738 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 221, train_steps: 8840 +Global Step 220: training: 100%|██████████| 2/2 [07:30<00:00, 225.37s/it]0, 10.99s/it] +2026-05-15 09:36:12.688 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 221 train_steps 8840 {'step': '221/10000', 'learning_rate': '0.00001000', 'loss': '-1.281e-08', 'grad_norm': '0.00423661', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.81005859', 'grpo_loop_time': '451.04351807', 'ref_model_time': '135.20764160', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86496121', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11074004', 'token_credit_video_advantage_mean': '2.002e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.315e-08', 'kl_loss': '0.00775380', 'kl_moving': '0.00775380', 'kl_stepwise': '-2.019e-08', 'gathered_avg_reward_mean': '-0.11074004', 'gathered_avg_reward_std': '0.12699947', 'gathered_vlm_logprob_reward_mean': '-0.11074005', 'gathered_vlm_logprob_reward_std': '0.12699945', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11074005', 'gathered_vlm_token_credit_reward_std': '0.12699945', 'gathered_vlm_yes_no_margin_reward_mean': '3.55507851', 'gathered_vlm_yes_no_margin_reward_std': '0.92337465', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.11074005', 'gathered_ori_avg_reward_std': '0.12699945'} +2026-05-15 09:36:13.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:36:13.275 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:36:13.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:36:13.502 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.19s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-15 09:37:24.455 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_0/index_8632_seed_15629_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:37:27.732 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:37:46.283 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:37:46.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:37:46.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:21, 4.10s/it][01:21<00:00, 3.11s/it] +100%|██████████| 20/20 [01:21<00:00, 4.10s/it] +2026-05-15 09:39:13.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000221/group_0/index_8632_seed_15630_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:39:18.972 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:39:36.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:39:52.928 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:39:53.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:39:53.958 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it] +2026-05-15 09:42:07.722 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.23s (2.22min) +2026-05-15 09:42:08.821 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:44:23.219 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 221: training: 50%|█████ | 1/2 [03:41<03:41, 221.49s/it] 2026-05-15 09:51:51.451 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 222, train_steps: 8880 +Global Step 221: training: 100%|██████████| 2/2 [07:28<00:00, 224.06s/it]1, 11.03s/it] +2026-05-15 09:51:52.109 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 222 train_steps 8880 {'step': '222/10000', 'learning_rate': '0.00001000', 'loss': '-8.568e-08', 'grad_norm': '0.00495952', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.55517578', 'grpo_loop_time': '448.17285156', 'ref_model_time': '133.22694397', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87513036', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15003565', 'token_credit_video_advantage_mean': '6.054e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.468e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.568e-08', 'kl_loss': '0.00748557', 'kl_moving': '0.00748558', 'kl_stepwise': '-1.986e-08', 'gathered_avg_reward_mean': '-0.15003565', 'gathered_avg_reward_std': '0.19967699', 'gathered_vlm_logprob_reward_mean': '-0.15003566', 'gathered_vlm_logprob_reward_std': '0.19967701', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15003566', 'gathered_vlm_token_credit_reward_std': '0.19967701', 'gathered_vlm_yes_no_margin_reward_mean': '3.33515644', 'gathered_vlm_yes_no_margin_reward_std': '1.06199181', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.09270248', 'gathered_ori_avg_reward_mean': '-0.15003566', 'gathered_ori_avg_reward_std': '0.19967701'} +2026-05-15 09:51:52.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 09:51:52.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 09:51:52.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:51:52.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.07s/it][01:01<00:00, 3.07s/it] +100%|██████████| 20/20 [01:01<00:00, 3.07s/it] +2026-05-15 09:53:00.918 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_0/index_7856_seed_25236_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 09:53:05.835 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:53:23.453 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:53:23.463 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 09:53:23.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:17, 3.88s/it][01:17<00:00, 3.16s/it] +100%|██████████| 20/20 [01:17<00:00, 3.88s/it] +2026-05-15 09:54:46.254 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000222/group_0/index_7856_seed_25237_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 09:54:51.265 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 09:55:08.935 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 09:55:25.745 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 09:55:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 09:55:26.782 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.33s/it] +2026-05-15 09:57:37.243 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 09:57:38.314 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 09:59:47.204 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 222: training: 50%|█████ | 1/2 [03:43<03:43, 223.24s/it] 2026-05-15 10:07:15.234 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 223, train_steps: 8920 +Global Step 222: training: 100%|██████████| 2/2 [07:27<00:00, 223.93s/it]0, 10.95s/it] +2026-05-15 10:07:16.073 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 223 train_steps 8920 {'step': '223/10000', 'learning_rate': '0.00001000', 'loss': '-1.676e-08', 'grad_norm': '0.00407924', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.82806396', 'grpo_loop_time': '448.19165039', 'ref_model_time': '129.96942139', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87933201', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14159960', 'token_credit_video_advantage_mean': '2.282e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.676e-08', 'kl_loss': '0.00857528', 'kl_moving': '0.00857528', 'kl_stepwise': '-1.922e-08', 'gathered_avg_reward_mean': '-0.14159958', 'gathered_avg_reward_std': '0.16451427', 'gathered_vlm_logprob_reward_mean': '-0.14159960', 'gathered_vlm_logprob_reward_std': '0.16451427', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14159960', 'gathered_vlm_token_credit_reward_std': '0.16451427', 'gathered_vlm_yes_no_margin_reward_mean': '3.30351567', 'gathered_vlm_yes_no_margin_reward_std': '0.95756519', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.10638777', 'gathered_ori_avg_reward_mean': '-0.14159960', 'gathered_ori_avg_reward_std': '0.16451427'} +2026-05-15 10:07:16.508 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:07:16.605 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:07:16.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:07:16.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.05s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-15 10:08:25.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_0/index_3360_seed_15333_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:08:30.113 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:08:48.398 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:08:48.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:08:48.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:23, 4.20s/it][01:23<00:00, 3.09s/it] +100%|██████████| 20/20 [01:24<00:00, 4.20s/it] +2026-05-15 10:10:17.655 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000223/group_0/index_3360_seed_15334_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:10:22.913 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:10:41.461 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:10:56.293 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:10:56.433 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:10:57.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.32s/it] +2026-05-15 10:13:10.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.70s (2.21min) +2026-05-15 10:13:11.643 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:15:23.284 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 223: training: 50%|█████ | 1/2 [03:40<03:40, 220.73s/it] 2026-05-15 10:22:48.270 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 224, train_steps: 8960 +Global Step 223: training: 100%|██████████| 2/2 [07:24<00:00, 222.45s/it]0, 10.98s/it] +2026-05-15 10:22:49.158 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 224 train_steps 8960 {'step': '224/10000', 'learning_rate': '0.00001000', 'loss': '8.382e-08', 'grad_norm': '0.00656123', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.08346558', 'grpo_loop_time': '445.19775391', 'ref_model_time': '132.70002747', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84308517', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11688516', 'token_credit_video_advantage_mean': '-4.750e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.382e-08', 'kl_loss': '0.00887293', 'kl_moving': '0.00887293', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '-0.11688516', 'gathered_avg_reward_std': '0.10550354', 'gathered_vlm_logprob_reward_mean': '-0.11688517', 'gathered_vlm_logprob_reward_std': '0.10550354', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11688517', 'gathered_vlm_token_credit_reward_std': '0.10550354', 'gathered_vlm_yes_no_margin_reward_mean': '3.30156255', 'gathered_vlm_yes_no_margin_reward_std': '0.99138749', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.11688517', 'gathered_ori_avg_reward_std': '0.10550354'} +2026-05-15 10:22:49.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:22:49.696 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:22:49.812 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:22:49.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.06s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-15 10:23:58.558 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_0/index_4144_seed_28232_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:24:02.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:24:21.481 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:24:21.489 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:24:21.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:18, 3.92s/it][01:18<00:00, 3.11s/it] +100%|██████████| 20/20 [01:18<00:00, 3.92s/it] +2026-05-15 10:25:45.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000224/group_0/index_4144_seed_28233_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:25:50.478 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:26:08.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:26:25.876 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:26:25.912 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:26:26.967 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it] +2026-05-15 10:28:36.613 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.18s (2.15min) +2026-05-15 10:28:37.774 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:30:49.391 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 224: training: 50%|█████ | 1/2 [03:43<03:43, 223.45s/it] 2026-05-15 10:38:17.788 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 225, train_steps: 9000 +Global Step 224: training: 100%|██████████| 2/2 [07:28<00:00, 224.15s/it]0, 11.00s/it] +2026-05-15 10:38:18.769 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 225 train_steps 9000 {'step': '225/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-08', 'grad_norm': '0.00808229', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.09558105', 'grpo_loop_time': '448.64035034', 'ref_model_time': '129.17715454', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86461532', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09811292', 'token_credit_video_advantage_mean': '-4.005e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.985e-08', 'kl_loss': '0.00897025', 'kl_moving': '0.00897025', 'kl_stepwise': '-1.873e-08', 'gathered_avg_reward_mean': '-0.09811293', 'gathered_avg_reward_std': '0.10224409', 'gathered_vlm_logprob_reward_mean': '-0.09811293', 'gathered_vlm_logprob_reward_std': '0.10224409', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09811293', 'gathered_vlm_token_credit_reward_std': '0.10224409', 'gathered_vlm_yes_no_margin_reward_mean': '3.60820293', 'gathered_vlm_yes_no_margin_reward_std': '0.76993114', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.07799991', 'gathered_ori_avg_reward_mean': '-0.09811293', 'gathered_ori_avg_reward_std': '0.10224409'} +2026-05-15 10:38:19.144 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:38:19.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:38:19.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:38:19.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.09s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-15 10:39:27.929 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_0/index_5012_seed_14984_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:39:33.077 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:39:52.380 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:39:52.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:39:52.389 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:15, 3.77s/it][01:15<00:00, 3.09s/it] +100%|██████████| 20/20 [01:15<00:00, 3.77s/it] +2026-05-15 10:41:13.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000225/group_0/index_5012_seed_14985_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:41:17.548 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:41:35.789 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:41:53.242 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:41:53.351 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:41:54.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.05s/it] +2026-05-15 10:44:07.321 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.46s (2.21min) +2026-05-15 10:44:08.343 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 10:46:17.369 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 225: training: 50%|█████ | 1/2 [03:40<03:40, 220.02s/it] 2026-05-15 10:53:41.542 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 226, train_steps: 9040 +Global Step 225: training: 100%|██████████| 2/2 [07:24<00:00, 222.03s/it]0, 10.89s/it] +2026-05-15 10:53:42.454 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 226 train_steps 9040 {'step': '226/10000', 'learning_rate': '0.00001000', 'loss': '-2.049e-08', 'grad_norm': '0.00777463', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.14465332', 'grpo_loop_time': '444.41357422', 'ref_model_time': '132.46499634', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88775086', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08679925', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.049e-08', 'kl_loss': '0.00969333', 'kl_moving': '0.00969334', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.08679925', 'gathered_avg_reward_std': '0.10816185', 'gathered_vlm_logprob_reward_mean': '-0.08679925', 'gathered_vlm_logprob_reward_std': '0.10816185', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08679925', 'gathered_vlm_token_credit_reward_std': '0.10816185', 'gathered_vlm_yes_no_margin_reward_mean': '3.55468750', 'gathered_vlm_yes_no_margin_reward_std': '0.80131578', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.10340870', 'gathered_ori_avg_reward_mean': '-0.08679925', 'gathered_ori_avg_reward_std': '0.10816185'} +2026-05-15 10:53:42.801 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 10:53:42.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 10:53:42.983 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:53:43.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.05s/it][01:01<00:00, 3.05s/it] +100%|██████████| 20/20 [01:01<00:00, 3.05s/it] +2026-05-15 10:54:51.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_0/index_7674_seed_13414_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 10:54:56.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:55:14.095 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:55:14.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 10:55:14.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:19, 3.96s/it][01:19<00:00, 3.07s/it] +100%|██████████| 20/20 [01:19<00:00, 3.96s/it] +2026-05-15 10:56:38.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000226/group_0/index_7674_seed_13415_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 10:56:43.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 10:57:01.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 10:57:15.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 10:57:15.252 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 10:57:16.136 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it] +2026-05-15 10:59:26.679 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.97s (2.17min) +2026-05-15 10:59:27.688 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:01:37.481 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 226: training: 50%|█████ | 1/2 [03:43<03:43, 223.50s/it] 2026-05-15 11:09:04.973 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 227, train_steps: 9080 +Global Step 226: training: 100%|██████████| 2/2 [07:27<00:00, 223.69s/it]0, 10.96s/it] +2026-05-15 11:09:05.955 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 227 train_steps 9080 {'step': '227/10000', 'learning_rate': '0.00001000', 'loss': '1.118e-08', 'grad_norm': '0.00561722', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.83123779', 'grpo_loop_time': '447.73223877', 'ref_model_time': '129.96844482', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88084930', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13698038', 'token_credit_video_advantage_mean': '-7.218e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.514e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.118e-08', 'kl_loss': '0.00966625', 'kl_moving': '0.00966625', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '-0.13698038', 'gathered_avg_reward_std': '0.17262867', 'gathered_vlm_logprob_reward_mean': '-0.13698038', 'gathered_vlm_logprob_reward_std': '0.17262867', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13698038', 'gathered_vlm_token_credit_reward_std': '0.17262867', 'gathered_vlm_yes_no_margin_reward_mean': '3.45820332', 'gathered_vlm_yes_no_margin_reward_std': '0.86922264', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.13698038', 'gathered_ori_avg_reward_std': '0.17262867'} +2026-05-15 11:09:06.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:09:06.349 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:09:06.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:09:06.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.27s/it][01:05<00:00, 3.20s/it] +100%|██████████| 20/20 [01:05<00:00, 3.27s/it] +2026-05-15 11:10:18.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_0/index_9774_seed_13154_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:10:23.494 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:10:41.440 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:10:41.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:10:41.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:15, 3.78s/it][01:15<00:00, 3.10s/it] +100%|██████████| 20/20 [01:15<00:00, 3.78s/it] +2026-05-15 11:12:02.398 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000227/group_0/index_9774_seed_13155_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 11:12:07.270 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:12:25.335 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:12:43.170 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:12:43.311 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 11:12:44.247 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.05s/it] +2026-05-15 11:14:55.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.43s (2.17min) +2026-05-15 11:14:56.298 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:17:05.600 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 227: training: 50%|█████ | 1/2 [03:42<03:42, 222.15s/it] 2026-05-15 11:24:33.510 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 228, train_steps: 9120 +Global Step 227: training: 100%|██████████| 2/2 [07:27<00:00, 223.89s/it]1, 11.05s/it] +2026-05-15 11:24:34.456 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 228 train_steps 9120 {'step': '228/10000', 'learning_rate': '0.00001000', 'loss': '7.078e-09', 'grad_norm': '0.00544449', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.96215820', 'grpo_loop_time': '448.09820557', 'ref_model_time': '130.42742920', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85644406', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08957858', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.483e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.078e-09', 'kl_loss': '0.00976072', 'kl_moving': '0.00976072', 'kl_stepwise': '-1.989e-08', 'gathered_avg_reward_mean': '-0.08957858', 'gathered_avg_reward_std': '0.09358423', 'gathered_vlm_logprob_reward_mean': '-0.08957858', 'gathered_vlm_logprob_reward_std': '0.09358424', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08957858', 'gathered_vlm_token_credit_reward_std': '0.09358424', 'gathered_vlm_yes_no_margin_reward_mean': '3.58085918', 'gathered_vlm_yes_no_margin_reward_std': '0.81187159', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.08957858', 'gathered_ori_avg_reward_std': '0.09358424'} +2026-05-15 11:24:34.889 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:24:34.970 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:24:35.142 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:24:35.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.06s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-15 11:25:44.607 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_0/index_1042_seed_14994_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:25:49.581 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:26:07.525 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:26:07.533 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:26:07.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:23, 4.16s/it][01:23<00:00, 3.27s/it] +100%|██████████| 20/20 [01:23<00:00, 4.16s/it] +2026-05-15 11:27:36.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000228/group_0/index_1042_seed_14995_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 11:27:41.150 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:27:59.173 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:28:17.777 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:28:17.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 11:28:18.995 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.39s/it] +2026-05-15 11:30:28.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.11s (2.15min) +2026-05-15 11:30:29.629 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:32:43.829 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 228: training: 50%|█████ | 1/2 [03:43<03:43, 224.00s/it] 2026-05-15 11:40:13.604 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 229, train_steps: 9160 +Global Step 228: training: 100%|██████████| 2/2 [07:29<00:00, 224.84s/it]1, 11.13s/it] +2026-05-15 11:40:14.582 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 229 train_steps 9160 {'step': '229/10000', 'learning_rate': '0.00001000', 'loss': '2.827e-07', 'grad_norm': '0.00431220', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.68457031', 'grpo_loop_time': '450.05001831', 'ref_model_time': '129.10626221', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86681271', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.05527051', 'token_credit_video_advantage_mean': '-1.776e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.827e-07', 'kl_loss': '0.00905055', 'kl_moving': '0.00905056', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '-0.05527050', 'gathered_avg_reward_std': '0.06247874', 'gathered_vlm_logprob_reward_mean': '-0.05527051', 'gathered_vlm_logprob_reward_std': '0.06247875', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.05527051', 'gathered_vlm_token_credit_reward_std': '0.06247875', 'gathered_vlm_yes_no_margin_reward_mean': '3.86601567', 'gathered_vlm_yes_no_margin_reward_std': '0.68784600', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.05527051', 'gathered_ori_avg_reward_std': '0.06247875'} +2026-05-15 11:40:14.999 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:40:15.127 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:40:15.219 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:40:15.376 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.10s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-15 11:41:25.346 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_0/index_2907_seed_30776_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:41:30.276 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:41:47.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:41:47.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:41:47.871 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:22, 4.12s/it][01:22<00:00, 3.18s/it] +100%|██████████| 20/20 [01:22<00:00, 4.12s/it] +2026-05-15 11:43:15.846 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000229/group_0/index_2907_seed_30777_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 11:43:20.047 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:43:38.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:43:54.154 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 11:43:54.216 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 11:43:55.234 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 48.00s/it] +2026-05-15 11:46:12.989 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.08s (2.28min) +2026-05-15 11:46:14.052 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 11:48:27.575 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 229: training: 50%|█████ | 1/2 [03:42<03:42, 222.35s/it] 2026-05-15 11:55:54.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 230, train_steps: 9200 +Global Step 229: training: 100%|██████████| 2/2 [07:27<00:00, 223.52s/it]0, 10.99s/it] +2026-05-15 11:55:55.652 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 230 train_steps 9200 {'step': '230/10000', 'learning_rate': '0.00001000', 'loss': '-8.149e-09', 'grad_norm': '0.00433661', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.99761963', 'grpo_loop_time': '447.36453247', 'ref_model_time': '137.07524109', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86347723', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10328466', 'token_credit_video_advantage_mean': '4.889e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.149e-09', 'kl_loss': '0.00897220', 'kl_moving': '0.00897220', 'kl_stepwise': '-1.970e-08', 'gathered_avg_reward_mean': '-0.10328467', 'gathered_avg_reward_std': '0.11741471', 'gathered_vlm_logprob_reward_mean': '-0.10328466', 'gathered_vlm_logprob_reward_std': '0.11741471', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10328466', 'gathered_vlm_token_credit_reward_std': '0.11741471', 'gathered_vlm_yes_no_margin_reward_mean': '3.65234351', 'gathered_vlm_yes_no_margin_reward_std': '0.89968216', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.10328466', 'gathered_ori_avg_reward_std': '0.11741471'} +2026-05-15 11:56:52.217 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0) +2026-05-15 11:56:58.316 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 11:56:58.484 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 11:56:58.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:56:58.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-15 11:58:07.960 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_0/index_7128_seed_21624_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 11:58:11.196 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 11:58:29.091 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 11:58:29.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 11:58:29.101 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:24, 4.21s/it][01:24<00:00, 3.05s/it] +100%|██████████| 20/20 [01:24<00:00, 4.21s/it] +2026-05-15 11:59:58.844 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000230/group_0/index_7128_seed_21625_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:00:02.194 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:00:20.206 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:00:36.233 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:00:36.327 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:00:37.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it] +2026-05-15 12:02:48.899 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.21s (2.19min) +2026-05-15 12:02:49.944 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:04:58.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 230: training: 50%|█████ | 1/2 [03:43<03:43, 223.26s/it] 2026-05-15 12:12:26.250 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 231, train_steps: 9240 +Global Step 230: training: 100%|██████████| 2/2 [07:27<00:00, 223.95s/it]1, 11.12s/it] +2026-05-15 12:12:27.019 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 231 train_steps 9240 {'step': '231/10000', 'learning_rate': '0.00001000', 'loss': '-4.517e-08', 'grad_norm': '0.00501259', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.57345581', 'grpo_loop_time': '448.03851318', 'ref_model_time': '131.20550537', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86018640', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11905017', 'token_credit_video_advantage_mean': '2.375e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.517e-08', 'kl_loss': '0.00820603', 'kl_moving': '0.00820603', 'kl_stepwise': '-1.982e-08', 'gathered_avg_reward_mean': '-0.11905017', 'gathered_avg_reward_std': '0.09299961', 'gathered_vlm_logprob_reward_mean': '-0.11905017', 'gathered_vlm_logprob_reward_std': '0.09299960', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11905017', 'gathered_vlm_token_credit_reward_std': '0.09299960', 'gathered_vlm_yes_no_margin_reward_mean': '3.52968740', 'gathered_vlm_yes_no_margin_reward_std': '0.87468606', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.08833309', 'gathered_ori_avg_reward_mean': '-0.11905017', 'gathered_ori_avg_reward_std': '0.09299960'} +2026-05-15 12:12:27.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:12:27.370 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:12:27.486 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:12:27.615 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.08s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-15 12:13:37.850 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_0/index_5373_seed_32886_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 12:13:41.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:13:59.410 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:13:59.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:13:59.419 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:19, 3.98s/it][01:19<00:00, 3.09s/it] +100%|██████████| 20/20 [01:19<00:00, 3.98s/it] +2026-05-15 12:15:24.523 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000231/group_0/index_5373_seed_32887_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:15:28.190 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:15:46.347 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:16:03.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:16:03.239 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:16:04.100 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it] +2026-05-15 12:18:15.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:18:16.520 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:20:24.216 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 231: training: 50%|█████ | 1/2 [03:42<03:42, 222.13s/it] 2026-05-15 12:27:51.025 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 232, train_steps: 9280 +Global Step 231: training: 100%|██████████| 2/2 [07:26<00:00, 223.36s/it]0, 10.96s/it] +2026-05-15 12:27:52.067 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 232 train_steps 9280 {'step': '232/10000', 'learning_rate': '0.00001000', 'loss': '1.201e-07', 'grad_norm': '0.00790117', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.17849731', 'grpo_loop_time': '447.11621094', 'ref_model_time': '130.80592346', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87091315', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07759713', 'token_credit_video_advantage_mean': '-6.240e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.164e-07', 'kl_loss': '0.00904609', 'kl_moving': '0.00904610', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '-0.07759713', 'gathered_avg_reward_std': '0.08502743', 'gathered_vlm_logprob_reward_mean': '-0.07759713', 'gathered_vlm_logprob_reward_std': '0.08502743', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07759713', 'gathered_vlm_token_credit_reward_std': '0.08502743', 'gathered_vlm_yes_no_margin_reward_mean': '3.71289062', 'gathered_vlm_yes_no_margin_reward_std': '0.82052523', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.07759713', 'gathered_ori_avg_reward_std': '0.08502743'} +2026-05-15 12:27:52.451 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:27:52.535 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:27:52.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:27:52.791 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 3.14s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-15 12:29:03.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_0/index_2288_seed_21658_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 12:29:08.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:29:26.145 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:29:26.154 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:29:26.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:26, 4.34s/it][01:26<00:00, 3.07s/it] +100%|██████████| 20/20 [01:26<00:00, 4.34s/it] +2026-05-15 12:30:58.229 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000232/group_0/index_2288_seed_21659_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:31:02.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:31:20.511 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:31:37.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:31:37.522 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:31:38.461 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.07s/it] +2026-05-15 12:33:49.820 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 12:33:50.888 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:36:01.100 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 232: training: 50%|█████ | 1/2 [03:42<03:42, 222.12s/it] 2026-05-15 12:43:26.475 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 233, train_steps: 9320 +Global Step 232: training: 100%|██████████| 2/2 [07:25<00:00, 222.64s/it]0, 10.87s/it] +2026-05-15 12:43:27.465 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 233 train_steps 9320 {'step': '233/10000', 'learning_rate': '0.00001000', 'loss': '1.136e-07', 'grad_norm': '0.00504058', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.38720703', 'grpo_loop_time': '445.68164062', 'ref_model_time': '130.81379700', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88836092', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13606191', 'token_credit_video_advantage_mean': '-6.333e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.136e-07', 'kl_loss': '0.00825515', 'kl_moving': '0.00825515', 'kl_stepwise': '-1.902e-08', 'gathered_avg_reward_mean': '-0.13606188', 'gathered_avg_reward_std': '0.15131962', 'gathered_vlm_logprob_reward_mean': '-0.13606188', 'gathered_vlm_logprob_reward_std': '0.15131962', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13606188', 'gathered_vlm_token_credit_reward_std': '0.15131962', 'gathered_vlm_yes_no_margin_reward_mean': '3.38789058', 'gathered_vlm_yes_no_margin_reward_std': '1.08801162', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.09473442', 'gathered_ori_avg_reward_mean': '-0.13606188', 'gathered_ori_avg_reward_std': '0.15131962'} +2026-05-15 12:43:27.938 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:43:28.019 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:43:28.134 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:43:28.278 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-15 12:44:36.238 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_0/index_6266_seed_7716_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 12:44:39.473 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:44:57.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:44:57.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:44:57.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:21, 4.09s/it][01:21<00:00, 3.09s/it] +100%|██████████| 20/20 [01:21<00:00, 4.09s/it] +2026-05-15 12:46:25.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000233/group_0/index_6266_seed_7717_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 12:46:30.348 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 12:46:48.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 12:47:03.999 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 12:47:04.115 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 12:47:05.110 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.28s/it] +2026-05-15 12:49:15.759 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.12s (2.17min) +2026-05-15 12:49:16.771 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 12:51:30.171 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 233: training: 50%|█████ | 1/2 [03:42<03:42, 222.25s/it] 2026-05-15 12:58:55.534 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 234, train_steps: 9360 +Global Step 233: training: 100%|██████████| 2/2 [07:25<00:00, 222.62s/it]0, 10.98s/it] +2026-05-15 12:58:56.443 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 234 train_steps 9360 {'step': '234/10000', 'learning_rate': '0.00001000', 'loss': '8.475e-08', 'grad_norm': '0.00769928', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.77679443', 'grpo_loop_time': '445.60202026', 'ref_model_time': '130.11572266', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85042655', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.18868051', 'token_credit_video_advantage_mean': '-4.936e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.475e-08', 'kl_loss': '0.00980814', 'kl_moving': '0.00980814', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '-0.18868050', 'gathered_avg_reward_std': '0.13701887', 'gathered_vlm_logprob_reward_mean': '-0.18868050', 'gathered_vlm_logprob_reward_std': '0.13701887', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.18868050', 'gathered_vlm_token_credit_reward_std': '0.13701887', 'gathered_vlm_yes_no_margin_reward_mean': '2.99492192', 'gathered_vlm_yes_no_margin_reward_std': '0.74620366', 'gathered_vlm_yes_ratio_reward_mean': '0.92187500', 'gathered_vlm_yes_ratio_reward_std': '0.10378575', 'gathered_ori_avg_reward_mean': '-0.18868050', 'gathered_ori_avg_reward_std': '0.13701887'} +2026-05-15 12:58:56.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 12:58:57.020 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 12:58:57.166 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 12:58:57.287 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.10s/it][01:02<00:00, 3.05s/it] +100%|██████████| 20/20 [01:02<00:00, 3.10s/it] +2026-05-15 13:00:05.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_0/index_9570_seed_2622_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:00:10.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:00:28.599 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:00:28.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:00:28.608 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:20, 4.04s/it][01:20<00:00, 3.06s/it] +100%|██████████| 20/20 [01:20<00:00, 4.04s/it] +2026-05-15 13:01:54.690 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000234/group_0/index_9570_seed_2623_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:01:58.986 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:02:17.280 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:02:35.453 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:02:35.566 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:02:36.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.10s/it] +2026-05-15 13:04:46.528 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.33s (2.16min) +2026-05-15 13:04:47.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:06:58.694 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 234: training: 50%|█████ | 1/2 [03:43<03:43, 223.60s/it] 2026-05-15 13:14:26.717 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 235, train_steps: 9400 +Global Step 234: training: 100%|██████████| 2/2 [07:27<00:00, 223.96s/it]0, 11.00s/it] +2026-05-15 13:14:27.438 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 235 train_steps 9400 {'step': '235/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00682708', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.72509766', 'grpo_loop_time': '447.96704102', 'ref_model_time': '129.32656860', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89798790', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13075170', 'token_credit_video_advantage_mean': '-3.353e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.374e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-08', 'kl_loss': '0.00856601', 'kl_moving': '0.00856601', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.13075168', 'gathered_avg_reward_std': '0.11483984', 'gathered_vlm_logprob_reward_mean': '-0.13075168', 'gathered_vlm_logprob_reward_std': '0.11483984', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13075168', 'gathered_vlm_token_credit_reward_std': '0.11483984', 'gathered_vlm_yes_no_margin_reward_mean': '3.31093764', 'gathered_vlm_yes_no_margin_reward_std': '0.90231770', 'gathered_vlm_yes_ratio_reward_mean': '0.95624995', 'gathered_vlm_yes_ratio_reward_std': '0.08267973', 'gathered_ori_avg_reward_mean': '-0.13075168', 'gathered_ori_avg_reward_std': '0.11483984'} +2026-05-15 13:14:27.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 13:14:27.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:14:27.895 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:14:28.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.07s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-15 13:15:37.122 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_0/index_3095_seed_6549_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:15:42.336 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:16:00.295 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:16:00.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:16:00.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:23, 4.17s/it][01:23<00:00, 3.26s/it] +100%|██████████| 20/20 [01:23<00:00, 4.17s/it] +2026-05-15 13:17:29.114 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000235/group_0/index_3095_seed_6550_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:17:34.458 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:17:53.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:18:07.820 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:18:07.932 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:18:08.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.24s/it] +2026-05-15 13:20:23.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.46s (2.24min) +2026-05-15 13:20:24.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:22:33.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 235: training: 50%|█████ | 1/2 [03:40<03:40, 220.97s/it] 2026-05-15 13:29:59.304 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 236, train_steps: 9440 +Global Step 235: training: 100%|██████████| 2/2 [07:26<00:00, 223.02s/it]1, 11.11s/it] +2026-05-15 13:30:00.311 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 236 train_steps 9440 {'step': '236/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-08', 'grad_norm': '0.01649259', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.10031128', 'grpo_loop_time': '446.38742065', 'ref_model_time': '134.46067810', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86784542', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12151656', 'token_credit_video_advantage_mean': '2.794e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-08', 'kl_loss': '0.00890353', 'kl_moving': '0.00890353', 'kl_stepwise': '-2.004e-08', 'gathered_avg_reward_mean': '-0.12151655', 'gathered_avg_reward_std': '0.15517370', 'gathered_vlm_logprob_reward_mean': '-0.12151656', 'gathered_vlm_logprob_reward_std': '0.15517370', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12151656', 'gathered_vlm_token_credit_reward_std': '0.15517370', 'gathered_vlm_yes_no_margin_reward_mean': '3.76679707', 'gathered_vlm_yes_no_margin_reward_std': '1.17800522', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.08332683', 'gathered_ori_avg_reward_mean': '-0.12151656', 'gathered_ori_avg_reward_std': '0.15517370'} +2026-05-15 13:30:00.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 13:30:00.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:30:00.876 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:30:01.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.29s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-15 13:31:13.064 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_0/index_4516_seed_18834_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:31:17.320 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:31:35.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:31:35.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:31:35.470 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:21, 4.09s/it][01:21<00:00, 3.25s/it] +100%|██████████| 20/20 [01:21<00:00, 4.09s/it] +2026-05-15 13:33:02.743 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000236/group_0/index_4516_seed_18835_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:33:06.082 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:33:24.456 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:33:43.573 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:33:43.679 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:33:44.661 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.07s/it] +2026-05-15 13:35:58.132 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.06s (2.22min) +2026-05-15 13:35:59.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:38:12.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 236: training: 50%|█████ | 1/2 [03:42<03:42, 222.79s/it] 2026-05-15 13:45:38.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 237, train_steps: 9480 +Global Step 236: training: 100%|██████████| 2/2 [07:26<00:00, 223.13s/it]1, 11.03s/it] +2026-05-15 13:45:39.718 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 237 train_steps 9480 {'step': '237/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-07', 'grad_norm': '0.00510505', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.37692261', 'grpo_loop_time': '446.61251831', 'ref_model_time': '133.05804443', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87395489', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06386296', 'token_credit_video_advantage_mean': '7.544e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-07', 'kl_loss': '0.00865061', 'kl_moving': '0.00865061', 'kl_stepwise': '-1.962e-08', 'gathered_avg_reward_mean': '-0.06386296', 'gathered_avg_reward_std': '0.06301682', 'gathered_vlm_logprob_reward_mean': '-0.06386296', 'gathered_vlm_logprob_reward_std': '0.06301682', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06386296', 'gathered_vlm_token_credit_reward_std': '0.06301682', 'gathered_vlm_yes_no_margin_reward_mean': '3.71171856', 'gathered_vlm_yes_no_margin_reward_std': '0.65206957', 'gathered_vlm_yes_ratio_reward_mean': '0.99062502', 'gathered_vlm_yes_ratio_reward_std': '0.04227421', 'gathered_ori_avg_reward_mean': '-0.06386296', 'gathered_ori_avg_reward_std': '0.06301682'} +2026-05-15 13:45:40.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 13:45:40.236 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 13:45:40.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:45:40.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.23s/it][01:04<00:00, 3.21s/it] +100%|██████████| 20/20 [01:04<00:00, 3.23s/it] +2026-05-15 13:46:51.832 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_0/index_1564_seed_28196_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 13:46:55.065 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:47:13.326 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:47:13.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 13:47:13.335 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:20, 4.01s/it][01:20<00:00, 3.04s/it] +100%|██████████| 20/20 [01:20<00:00, 4.01s/it] +2026-05-15 13:48:39.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000237/group_0/index_1564_seed_28197_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 13:48:42.427 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 13:49:00.940 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 13:49:16.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 13:49:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 13:49:17.534 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.10s/it] +2026-05-15 13:51:34.596 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 136.65s (2.28min) +2026-05-15 13:51:35.698 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 13:53:47.285 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 237: training: 50%|█████ | 1/2 [03:42<03:42, 222.68s/it] 2026-05-15 14:01:13.349 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 238, train_steps: 9520 +Global Step 237: training: 100%|██████████| 2/2 [07:25<00:00, 222.97s/it]0, 10.99s/it] +2026-05-15 14:01:14.310 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 238 train_steps 9520 {'step': '238/10000', 'learning_rate': '0.00001000', 'loss': '8.848e-08', 'grad_norm': '0.00524828', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.48156738', 'grpo_loop_time': '446.35903931', 'ref_model_time': '136.65000916', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84012735', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14719000', 'token_credit_video_advantage_mean': '-4.657e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.397e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.754e-08', 'kl_loss': '0.00916134', 'kl_moving': '0.00916135', 'kl_stepwise': '-1.908e-08', 'gathered_avg_reward_mean': '-0.14719000', 'gathered_avg_reward_std': '0.15985619', 'gathered_vlm_logprob_reward_mean': '-0.14719000', 'gathered_vlm_logprob_reward_std': '0.15985619', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14719000', 'gathered_vlm_token_credit_reward_std': '0.15985619', 'gathered_vlm_yes_no_margin_reward_mean': '3.19882822', 'gathered_vlm_yes_no_margin_reward_std': '0.78534466', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.08833308', 'gathered_ori_avg_reward_mean': '-0.14719000', 'gathered_ori_avg_reward_std': '0.15985619'} +2026-05-15 14:01:14.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:01:14.846 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:01:14.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:01:15.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.20s/it][01:04<00:00, 3.11s/it] +100%|██████████| 20/20 [01:04<00:00, 3.20s/it] +2026-05-15 14:02:25.945 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_0/index_7344_seed_23074_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:02:31.239 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:02:49.167 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:02:49.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:02:49.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:28, 4.40s/it][01:28<00:00, 3.19s/it] +100%|██████████| 20/20 [01:28<00:00, 4.40s/it] +2026-05-15 14:04:22.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000238/group_0/index_7344_seed_23075_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:04:27.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:04:45.392 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:05:01.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:05:01.852 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:05:02.933 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.45s/it] +2026-05-15 14:07:14.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.06s (2.18min) +2026-05-15 14:07:15.488 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:09:27.169 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 238: training: 50%|█████ | 1/2 [03:40<03:40, 220.83s/it] 2026-05-15 14:16:52.548 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 239, train_steps: 9560 +Global Step 238: training: 100%|██████████| 2/2 [07:25<00:00, 222.63s/it]0, 10.95s/it] +2026-05-15 14:16:53.501 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 239 train_steps 9560 {'step': '239/10000', 'learning_rate': '0.00001000', 'loss': '7.125e-08', 'grad_norm': '0.00651542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '360.66699219', 'grpo_loop_time': '445.66104126', 'ref_model_time': '131.05693054', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86739081', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06600499', 'token_credit_video_advantage_mean': '-3.865e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.752e-08', 'kl_loss': '0.00932489', 'kl_moving': '0.00932489', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '-0.06600498', 'gathered_avg_reward_std': '0.06736289', 'gathered_vlm_logprob_reward_mean': '-0.06600498', 'gathered_vlm_logprob_reward_std': '0.06736289', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06600498', 'gathered_vlm_token_credit_reward_std': '0.06736289', 'gathered_vlm_yes_no_margin_reward_mean': '3.98398399', 'gathered_vlm_yes_no_margin_reward_std': '0.80431408', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.06600498', 'gathered_ori_avg_reward_std': '0.06736289'} +2026-05-15 14:16:53.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:16:54.060 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:16:54.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:16:54.295 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.07s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-15 14:18:04.206 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_0/index_1298_seed_19430_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:18:08.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:18:26.709 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:18:26.718 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:18:26.719 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:20, 4.00s/it][01:20<00:00, 3.22s/it] +100%|██████████| 20/20 [01:20<00:00, 4.00s/it] +2026-05-15 14:19:52.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000239/group_0/index_1298_seed_19431_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:19:55.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:20:13.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:20:35.430 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:20:35.520 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:20:36.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.13s/it] +2026-05-15 14:22:47.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.64s (2.18min) +2026-05-15 14:22:48.666 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:24:56.325 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 239: training: 50%|█████ | 1/2 [03:43<03:43, 223.51s/it] 2026-05-15 14:32:23.685 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 240, train_steps: 9600 +Global Step 239: training: 100%|██████████| 2/2 [07:27<00:00, 223.63s/it]0, 10.90s/it] +2026-05-15 14:32:24.394 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 240 train_steps 9600 {'step': '240/10000', 'learning_rate': '0.00001000', 'loss': '-3.353e-08', 'grad_norm': '0.00405336', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.63497925', 'grpo_loop_time': '447.31036377', 'ref_model_time': '130.63954163', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85746574', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12709202', 'token_credit_video_advantage_mean': '3.073e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.353e-08', 'kl_loss': '0.00839399', 'kl_moving': '0.00839399', 'kl_stepwise': '-1.998e-08', 'gathered_avg_reward_mean': '-0.12709200', 'gathered_avg_reward_std': '0.11476903', 'gathered_vlm_logprob_reward_mean': '-0.12709200', 'gathered_vlm_logprob_reward_std': '0.11476903', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12709200', 'gathered_vlm_token_credit_reward_std': '0.11476903', 'gathered_vlm_yes_no_margin_reward_mean': '3.27773428', 'gathered_vlm_yes_no_margin_reward_std': '0.77947444', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.12709200', 'gathered_ori_avg_reward_std': '0.11476903'} +2026-05-15 14:33:19.231 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0) +2026-05-15 14:33:25.269 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:33:25.519 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:33:25.670 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:33:25.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.26s/it][01:05<00:00, 3.22s/it] +100%|██████████| 20/20 [01:05<00:00, 3.26s/it] +2026-05-15 14:34:37.749 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_0/index_265_seed_12442_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:34:43.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:35:01.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:35:01.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:35:01.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:17, 3.88s/it][01:17<00:00, 3.07s/it] +100%|██████████| 20/20 [01:17<00:00, 3.88s/it] +2026-05-15 14:36:24.204 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000240/group_0/index_265_seed_12443_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:36:28.501 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:36:47.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:37:04.138 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:37:04.249 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:37:05.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.47s/it] +2026-05-15 14:39:17.005 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.12s (2.19min) +2026-05-15 14:39:18.002 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:41:24.630 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 240: training: 50%|█████ | 1/2 [03:40<03:40, 220.16s/it] 2026-05-15 14:48:48.799 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 241, train_steps: 9640 +Global Step 240: training: 100%|██████████| 2/2 [07:24<00:00, 222.02s/it]1, 11.03s/it] +2026-05-15 14:48:49.394 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 241 train_steps 9640 {'step': '241/10000', 'learning_rate': '0.00001000', 'loss': '6.286e-08', 'grad_norm': '0.00499549', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.68045044', 'grpo_loop_time': '444.09082031', 'ref_model_time': '131.11566162', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86603624', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11516435', 'token_credit_video_advantage_mean': '-3.679e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.100e-08', 'kl_loss': '0.00892667', 'kl_moving': '0.00892667', 'kl_stepwise': '-1.836e-08', 'gathered_avg_reward_mean': '-0.11516435', 'gathered_avg_reward_std': '0.11863095', 'gathered_vlm_logprob_reward_mean': '-0.11516434', 'gathered_vlm_logprob_reward_std': '0.11863095', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11516434', 'gathered_vlm_token_credit_reward_std': '0.11863095', 'gathered_vlm_yes_no_margin_reward_mean': '3.56132817', 'gathered_vlm_yes_no_margin_reward_std': '0.82669014', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.08267973', 'gathered_ori_avg_reward_mean': '-0.11516434', 'gathered_ori_avg_reward_std': '0.11863095'} +2026-05-15 14:48:49.741 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 14:48:49.822 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 14:48:49.906 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:48:50.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.12s/it][01:02<00:00, 3.15s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-15 14:49:59.044 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_0/index_4381_seed_20764_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 14:50:04.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:50:22.083 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:50:22.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 14:50:22.093 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:24, 4.24s/it][01:24<00:00, 3.09s/it] +100%|██████████| 20/20 [01:24<00:00, 4.24s/it] +2026-05-15 14:51:52.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000241/group_0/index_4381_seed_20765_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 14:51:57.215 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 14:52:15.299 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 14:52:35.579 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 14:52:35.682 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 14:52:36.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it] +2026-05-15 14:54:47.522 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.40s (2.17min) +2026-05-15 14:54:48.726 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 14:56:58.870 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 241: training: 50%|█████ | 1/2 [03:44<03:44, 224.47s/it] 2026-05-15 15:04:28.278 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 242, train_steps: 9680 +Global Step 241: training: 100%|██████████| 2/2 [07:29<00:00, 224.65s/it]1, 11.04s/it] +2026-05-15 15:04:29.168 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 242 train_steps 9680 {'step': '242/10000', 'learning_rate': '0.00001000', 'loss': '-7.730e-08', 'grad_norm': '0.00462410', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.92108154', 'grpo_loop_time': '449.62997437', 'ref_model_time': '130.39831543', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87804526', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11737055', 'token_credit_video_advantage_mean': '4.098e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.196e-08', 'kl_loss': '0.00858087', 'kl_moving': '0.00858087', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.11737053', 'gathered_avg_reward_std': '0.13792618', 'gathered_vlm_logprob_reward_mean': '-0.11737055', 'gathered_vlm_logprob_reward_std': '0.13792618', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11737055', 'gathered_vlm_token_credit_reward_std': '0.13792618', 'gathered_vlm_yes_no_margin_reward_mean': '3.37304688', 'gathered_vlm_yes_no_margin_reward_std': '0.91500413', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.09051718', 'gathered_ori_avg_reward_mean': '-0.11737055', 'gathered_ori_avg_reward_std': '0.13792618'} +2026-05-15 15:04:29.610 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:04:29.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:04:29.806 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:04:29.924 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.05s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-15 15:05:39.340 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_0/index_8990_seed_29353_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:05:43.556 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:06:01.704 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:06:01.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:06:01.714 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:20, 4.04s/it][01:20<00:00, 3.27s/it] +100%|██████████| 20/20 [01:20<00:00, 4.04s/it] +2026-05-15 15:07:27.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000242/group_0/index_8990_seed_29354_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:07:33.412 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:07:52.761 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:08:06.873 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:08:06.955 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:08:07.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it] +2026-05-15 15:10:19.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 15:10:20.016 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:12:29.780 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 242: training: 50%|█████ | 1/2 [03:42<03:42, 222.27s/it] 2026-05-15 15:19:57.382 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 243, train_steps: 9720 +Global Step 242: training: 100%|██████████| 2/2 [07:27<00:00, 223.75s/it]1, 11.06s/it] +2026-05-15 15:19:58.369 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 243 train_steps 9720 {'step': '243/10000', 'learning_rate': '0.00001000', 'loss': '7.101e-08', 'grad_norm': '0.00442485', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.35351562', 'grpo_loop_time': '447.83627319', 'ref_model_time': '130.74092102', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83945000', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13403633', 'token_credit_video_advantage_mean': '-4.377e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.101e-08', 'kl_loss': '0.00877316', 'kl_moving': '0.00877316', 'kl_stepwise': '-1.818e-08', 'gathered_avg_reward_mean': '-0.13403633', 'gathered_avg_reward_std': '0.20392637', 'gathered_vlm_logprob_reward_mean': '-0.13403633', 'gathered_vlm_logprob_reward_std': '0.20392637', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13403633', 'gathered_vlm_token_credit_reward_std': '0.20392637', 'gathered_vlm_yes_no_margin_reward_mean': '3.51796865', 'gathered_vlm_yes_no_margin_reward_std': '1.10935712', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.11726040', 'gathered_ori_avg_reward_mean': '-0.13403633', 'gathered_ori_avg_reward_std': '0.20392637'} +2026-05-15 15:19:58.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:19:58.796 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:19:58.887 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:19:58.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.12s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-15 15:21:07.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_0/index_4558_seed_13493_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:21:12.672 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:21:30.770 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:21:30.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:21:30.780 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:25, 4.30s/it][01:25<00:00, 3.25s/it] +100%|██████████| 20/20 [01:25<00:00, 4.30s/it] +2026-05-15 15:23:02.023 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000243/group_0/index_4558_seed_13494_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:23:06.156 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:23:25.042 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:23:45.030 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:23:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:23:46.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.08s/it] +2026-05-15 15:26:01.464 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.78s (2.25min) +2026-05-15 15:26:02.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:28:11.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 243: training: 50%|█████ | 1/2 [03:43<03:43, 223.54s/it] 2026-05-15 15:35:40.436 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 244, train_steps: 9760 +Global Step 243: training: 100%|██████████| 2/2 [07:28<00:00, 224.48s/it]1, 11.03s/it] +2026-05-15 15:35:41.034 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 244 train_steps 9760 {'step': '244/10000', 'learning_rate': '0.00001000', 'loss': '-1.490e-08', 'grad_norm': '0.00536248', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '363.78439331', 'grpo_loop_time': '448.99728394', 'ref_model_time': '134.78274536', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86103523', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14171501', 'token_credit_video_advantage_mean': '1.304e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.490e-08', 'kl_loss': '0.00854277', 'kl_moving': '0.00854278', 'kl_stepwise': '-1.967e-08', 'gathered_avg_reward_mean': '-0.14171501', 'gathered_avg_reward_std': '0.15451998', 'gathered_vlm_logprob_reward_mean': '-0.14171499', 'gathered_vlm_logprob_reward_std': '0.15451998', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14171499', 'gathered_vlm_token_credit_reward_std': '0.15451998', 'gathered_vlm_yes_no_margin_reward_mean': '3.66054678', 'gathered_vlm_yes_no_margin_reward_std': '0.85789996', 'gathered_vlm_yes_ratio_reward_mean': '0.93437505', 'gathered_vlm_yes_ratio_reward_std': '0.10034122', 'gathered_ori_avg_reward_mean': '-0.14171499', 'gathered_ori_avg_reward_std': '0.15451998'} +2026-05-15 15:35:41.370 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:35:41.452 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:35:41.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:35:41.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.17s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-15 15:36:52.025 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_0/index_7706_seed_3101_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:36:55.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:37:13.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:37:13.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:37:13.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:21, 4.10s/it][01:21<00:00, 3.09s/it] +100%|██████████| 20/20 [01:21<00:00, 4.10s/it] +2026-05-15 15:38:41.379 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000244/group_0/index_7706_seed_3102_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:38:46.728 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:39:04.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:39:23.549 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:39:23.699 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:39:24.583 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.40s/it] +2026-05-15 15:41:36.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.77s (2.18min) +2026-05-15 15:41:37.280 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:43:42.834 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 244: training: 50%|█████ | 1/2 [03:44<03:44, 224.43s/it] 2026-05-15 15:51:11.948 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 245, train_steps: 9800 +Global Step 244: training: 100%|██████████| 2/2 [07:29<00:00, 224.51s/it]0, 10.98s/it] +2026-05-15 15:51:13.011 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 245 train_steps 9800 {'step': '245/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00797009', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.85327148', 'grpo_loop_time': '449.40896606', 'ref_model_time': '130.76527405', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84184337', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10002363', 'token_credit_video_advantage_mean': '2.515e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00885612', 'kl_moving': '0.00885612', 'kl_stepwise': '-2.001e-08', 'gathered_avg_reward_mean': '-0.10002363', 'gathered_avg_reward_std': '0.11446649', 'gathered_vlm_logprob_reward_mean': '-0.10002363', 'gathered_vlm_logprob_reward_std': '0.11446650', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10002363', 'gathered_vlm_token_credit_reward_std': '0.11446650', 'gathered_vlm_yes_no_margin_reward_mean': '3.43164062', 'gathered_vlm_yes_no_margin_reward_std': '0.86302346', 'gathered_vlm_yes_ratio_reward_mean': '0.97812498', 'gathered_vlm_yes_ratio_reward_std': '0.06242183', 'gathered_ori_avg_reward_mean': '-0.10002363', 'gathered_ori_avg_reward_std': '0.11446650'} +2026-05-15 15:51:13.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 15:51:13.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 15:51:13.580 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:51:13.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.20s/it][01:03<00:00, 3.17s/it] +100%|██████████| 20/20 [01:03<00:00, 3.20s/it] +2026-05-15 15:52:24.255 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_0/index_8554_seed_16717_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 15:52:28.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:52:46.334 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:52:46.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 15:52:46.345 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:26, 4.32s/it][01:26<00:00, 3.21s/it] +100%|██████████| 20/20 [01:26<00:00, 4.32s/it] +2026-05-15 15:54:18.098 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000245/group_0/index_8554_seed_16718_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 15:54:23.459 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 15:54:41.382 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 15:54:58.911 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 15:54:59.023 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 15:54:59.910 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it] +2026-05-15 15:57:15.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.57s (2.24min) +2026-05-15 15:57:16.429 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 15:59:26.379 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 245: training: 50%|█████ | 1/2 [03:40<03:40, 220.94s/it] 2026-05-15 16:06:51.213 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 246, train_steps: 9840 +Global Step 245: training: 100%|██████████| 2/2 [07:24<00:00, 222.36s/it]0, 10.98s/it] +2026-05-15 16:06:52.124 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 246 train_steps 9840 {'step': '246/10000', 'learning_rate': '0.00001000', 'loss': '4.098e-08', 'grad_norm': '0.00558801', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '362.96212769', 'grpo_loop_time': '445.07318115', 'ref_model_time': '134.56671143', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87672687', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13367060', 'token_credit_video_advantage_mean': '-1.932e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.679e-08', 'kl_loss': '0.00908910', 'kl_moving': '0.00908911', 'kl_stepwise': '-1.850e-08', 'gathered_avg_reward_mean': '-0.13367060', 'gathered_avg_reward_std': '0.18106604', 'gathered_vlm_logprob_reward_mean': '-0.13367060', 'gathered_vlm_logprob_reward_std': '0.18106602', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13367060', 'gathered_vlm_token_credit_reward_std': '0.18106602', 'gathered_vlm_yes_no_margin_reward_mean': '3.43984389', 'gathered_vlm_yes_no_margin_reward_std': '0.92141110', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788977', 'gathered_ori_avg_reward_mean': '-0.13367060', 'gathered_ori_avg_reward_std': '0.18106602'} +2026-05-15 16:06:52.587 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:06:52.666 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:06:52.766 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:06:52.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.23s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-15 16:08:02.143 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_0/index_5793_seed_18299_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:08:06.240 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:08:24.560 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:08:24.566 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:08:24.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:28, 4.41s/it][01:28<00:00, 3.17s/it] +100%|██████████| 20/20 [01:28<00:00, 4.41s/it] +2026-05-15 16:09:58.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000246/group_0/index_5793_seed_18300_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:10:01.425 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:10:19.975 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:10:37.694 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:10:37.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:10:38.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.34s/it] +2026-05-15 16:12:49.605 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.31s (2.17min) +2026-05-15 16:12:50.582 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:15:02.229 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 246: training: 50%|█████ | 1/2 [03:45<03:45, 225.11s/it] 2026-05-15 16:22:33.820 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 247, train_steps: 9880 +Global Step 246: training: 100%|██████████| 2/2 [07:31<00:00, 225.73s/it]1, 11.08s/it] +2026-05-15 16:22:34.499 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 247 train_steps 9880 {'step': '247/10000', 'learning_rate': '0.00001000', 'loss': '-2.002e-08', 'grad_norm': '0.00500228', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.94210815', 'grpo_loop_time': '451.52429199', 'ref_model_time': '130.31124878', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88541400', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15362553', 'token_credit_video_advantage_mean': '4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.387e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.375e-08', 'kl_loss': '0.00902739', 'kl_moving': '0.00902740', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '-0.15362553', 'gathered_avg_reward_std': '0.13638023', 'gathered_vlm_logprob_reward_mean': '-0.15362555', 'gathered_vlm_logprob_reward_std': '0.13638024', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15362555', 'gathered_vlm_token_credit_reward_std': '0.13638024', 'gathered_vlm_yes_no_margin_reward_mean': '3.23203135', 'gathered_vlm_yes_no_margin_reward_std': '0.79241365', 'gathered_vlm_yes_ratio_reward_mean': '0.92812502', 'gathered_vlm_yes_ratio_reward_std': '0.10820805', 'gathered_ori_avg_reward_mean': '-0.15362555', 'gathered_ori_avg_reward_std': '0.13638024'} +2026-05-15 16:22:34.800 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:22:34.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:22:34.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:22:35.106 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.10s/it][01:02<00:00, 3.16s/it] +100%|██████████| 20/20 [01:02<00:00, 3.10s/it] +2026-05-15 16:23:43.710 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_0/index_2705_seed_9578_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:23:46.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:24:05.112 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:24:05.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:24:05.121 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:18, 3.93s/it][01:18<00:00, 3.04s/it] +100%|██████████| 20/20 [01:18<00:00, 3.93s/it] +2026-05-15 16:25:29.045 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000247/group_0/index_2705_seed_9579_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:25:32.228 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:25:52.889 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:26:13.832 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:26:13.935 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:26:14.934 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.11s/it] +2026-05-15 16:28:26.684 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.23s (2.19min) +2026-05-15 16:28:27.680 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:30:39.683 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 247: training: 50%|█████ | 1/2 [03:44<03:44, 224.61s/it] 2026-05-15 16:38:08.577 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 248, train_steps: 9920 +Global Step 247: training: 100%|██████████| 2/2 [07:28<00:00, 224.38s/it]0, 10.91s/it] +2026-05-15 16:38:09.561 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 248 train_steps 9920 {'step': '248/10000', 'learning_rate': '0.00001000', 'loss': '1.076e-07', 'grad_norm': '0.00505685', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.82601929', 'grpo_loop_time': '449.12887573', 'ref_model_time': '131.23149109', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87648290', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10628710', 'token_credit_video_advantage_mean': '-6.566e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.387e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.038e-07', 'kl_loss': '0.00935183', 'kl_moving': '0.00935183', 'kl_stepwise': '-1.938e-08', 'gathered_avg_reward_mean': '-0.10628710', 'gathered_avg_reward_std': '0.11497360', 'gathered_vlm_logprob_reward_mean': '-0.10628709', 'gathered_vlm_logprob_reward_std': '0.11497360', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10628709', 'gathered_vlm_token_credit_reward_std': '0.11497360', 'gathered_vlm_yes_no_margin_reward_mean': '3.73320317', 'gathered_vlm_yes_no_margin_reward_std': '0.97447962', 'gathered_vlm_yes_ratio_reward_mean': '0.94687504', 'gathered_vlm_yes_ratio_reward_std': '0.11854422', 'gathered_ori_avg_reward_mean': '-0.10628709', 'gathered_ori_avg_reward_std': '0.11497360'} +2026-05-15 16:38:09.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:38:10.055 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:38:10.160 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:38:10.288 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.07s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-15 16:39:18.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_0/index_8757_seed_31171_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:39:23.839 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:39:41.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:39:41.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:39:41.843 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:19, 3.98s/it][01:19<00:00, 3.03s/it] +100%|██████████| 20/20 [01:19<00:00, 3.98s/it] +2026-05-15 16:41:06.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000248/group_0/index_8757_seed_31172_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:41:11.723 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:41:29.622 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:41:53.635 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:41:53.782 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:41:54.652 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.18s/it] +2026-05-15 16:44:08.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.08s (2.22min) +2026-05-15 16:44:09.404 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 16:46:21.606 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 248: training: 50%|█████ | 1/2 [03:38<03:38, 218.10s/it] 2026-05-15 16:53:42.723 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 249, train_steps: 9960 +Global Step 248: training: 100%|██████████| 2/2 [07:20<00:00, 220.47s/it]0, 10.95s/it] +2026-05-15 16:53:43.449 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 249 train_steps 9960 {'step': '249/10000', 'learning_rate': '0.00001000', 'loss': '-3.632e-08', 'grad_norm': '0.00727660', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.37637329', 'grpo_loop_time': '441.11209106', 'ref_model_time': '133.08079529', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88133496', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12952814', 'token_credit_video_advantage_mean': '1.257e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.632e-08', 'kl_loss': '0.00916163', 'kl_moving': '0.00916163', 'kl_stepwise': '-1.988e-08', 'gathered_avg_reward_mean': '-0.12952814', 'gathered_avg_reward_std': '0.13200609', 'gathered_vlm_logprob_reward_mean': '-0.12952814', 'gathered_vlm_logprob_reward_std': '0.13200609', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12952814', 'gathered_vlm_token_credit_reward_std': '0.13200609', 'gathered_vlm_yes_no_margin_reward_mean': '3.31562519', 'gathered_vlm_yes_no_margin_reward_std': '0.91205579', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.10606601', 'gathered_ori_avg_reward_mean': '-0.12952814', 'gathered_ori_avg_reward_std': '0.13200609'} +2026-05-15 16:53:43.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 16:53:43.827 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 16:53:43.937 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:53:44.075 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.10s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-15 16:54:53.355 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_0/index_6603_seed_20511_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 16:54:58.229 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:55:16.352 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:55:16.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 16:55:16.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:22, 4.13s/it][01:22<00:00, 3.06s/it] +100%|██████████| 20/20 [01:22<00:00, 4.13s/it] +2026-05-15 16:56:44.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000249/group_0/index_6603_seed_20512_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 16:56:48.768 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 16:57:07.324 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 16:57:28.904 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 16:57:29.031 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 16:57:29.962 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.11s/it] +2026-05-15 16:59:42.337 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.84s (2.20min) +2026-05-15 16:59:43.425 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:01:52.916 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 249: training: 50%|█████ | 1/2 [03:41<03:41, 221.55s/it] 2026-05-15 17:09:18.928 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 250, train_steps: 10000 +Global Step 249: training: 100%|██████████| 2/2 [07:25<00:00, 222.94s/it]1, 11.04s/it] +2026-05-15 17:09:19.966 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 250 train_steps 10000 {'step': '250/10000', 'learning_rate': '0.00001000', 'loss': '-2.887e-08', 'grad_norm': '0.00432763', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.63183594', 'grpo_loop_time': '446.23547363', 'ref_model_time': '131.84091187', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85024357', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07230349', 'token_credit_video_advantage_mean': '2.049e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.887e-08', 'kl_loss': '0.00908505', 'kl_moving': '0.00908505', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '-0.07230349', 'gathered_avg_reward_std': '0.05163834', 'gathered_vlm_logprob_reward_mean': '-0.07230349', 'gathered_vlm_logprob_reward_std': '0.05163835', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07230349', 'gathered_vlm_token_credit_reward_std': '0.05163835', 'gathered_vlm_yes_no_margin_reward_mean': '3.66953135', 'gathered_vlm_yes_no_margin_reward_std': '0.57893473', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.07230349', 'gathered_ori_avg_reward_std': '0.05163835'} +2026-05-15 17:10:25.392 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0) +2026-05-15 17:10:34.344 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:10:34.667 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:10:34.845 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:10:35.002 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.21s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-15 17:11:48.113 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_0/index_5371_seed_27895_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:11:55.360 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:12:18.256 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:12:18.263 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:12:18.264 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:13, 3.67s/it][01:13<00:00, 3.19s/it] +100%|██████████| 20/20 [01:13<00:00, 3.67s/it] +2026-05-15 17:13:38.060 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000250/group_0/index_5371_seed_27896_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 17:13:45.377 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:14:12.541 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:14:15.035 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:14:15.198 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 17:14:16.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.77s/it] +2026-05-15 17:16:27.387 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-15 17:16:28.433 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:18:35.066 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 250: training: 50%|█████ | 1/2 [03:40<03:40, 220.73s/it] 2026-05-15 17:26:01.045 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 251, train_steps: 10040 +Global Step 250: training: 100%|██████████| 2/2 [07:25<00:00, 222.88s/it]1, 11.08s/it] +2026-05-15 17:26:01.880 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 251 train_steps 10040 {'step': '251/10000', 'learning_rate': '0.00001000', 'loss': '5.739e-08', 'grad_norm': '0.00632092', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.02621460', 'grpo_loop_time': '445.85839844', 'ref_model_time': '130.74301147', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84609753', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10613463', 'token_credit_video_advantage_mean': '-4.587e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.739e-08', 'kl_loss': '0.00869110', 'kl_moving': '0.00869110', 'kl_stepwise': '-2.010e-08', 'gathered_avg_reward_mean': '-0.10613463', 'gathered_avg_reward_std': '0.08299443', 'gathered_vlm_logprob_reward_mean': '-0.10613462', 'gathered_vlm_logprob_reward_std': '0.08299443', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10613462', 'gathered_vlm_token_credit_reward_std': '0.08299443', 'gathered_vlm_yes_no_margin_reward_mean': '3.46796870', 'gathered_vlm_yes_no_margin_reward_std': '0.79794008', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.10613462', 'gathered_ori_avg_reward_std': '0.08299443'} +2026-05-15 17:26:01.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:26:02.081 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:26:02.185 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:26:02.260 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 3.21s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-15 17:27:13.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_0/index_4187_seed_25775_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:27:21.286 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:27:47.464 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:27:47.472 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:27:47.473 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:09, 3.49s/it][01:09<00:00, 3.21s/it] +100%|██████████| 20/20 [01:09<00:00, 3.49s/it] +2026-05-15 17:29:03.391 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000251/group_0/index_4187_seed_25776_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 17:29:09.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:29:36.330 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:29:40.002 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:29:40.114 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 17:29:41.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.07s/it] +2026-05-15 17:31:51.842 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.98s (2.17min) +2026-05-15 17:31:53.010 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:34:03.160 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 251: training: 50%|█████ | 1/2 [03:44<03:44, 224.44s/it] 2026-05-15 17:41:31.926 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 252, train_steps: 10080 +Global Step 251: training: 100%|██████████| 2/2 [07:28<00:00, 224.28s/it]1, 11.04s/it] +2026-05-15 17:41:32.683 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 252 train_steps 10080 {'step': '252/10000', 'learning_rate': '0.00001000', 'loss': '1.062e-07', 'grad_norm': '0.00574812', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.95495605', 'grpo_loop_time': '448.61550903', 'ref_model_time': '129.97883606', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85811436', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.19068946', 'token_credit_video_advantage_mean': '-4.936e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.062e-07', 'kl_loss': '0.00867322', 'kl_moving': '0.00867322', 'kl_stepwise': '-1.942e-08', 'gathered_avg_reward_mean': '-0.19068947', 'gathered_avg_reward_std': '0.24346678', 'gathered_vlm_logprob_reward_mean': '-0.19068947', 'gathered_vlm_logprob_reward_std': '0.24346681', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.19068947', 'gathered_vlm_token_credit_reward_std': '0.24346681', 'gathered_vlm_yes_no_margin_reward_mean': '3.16015625', 'gathered_vlm_yes_no_margin_reward_std': '1.09724188', 'gathered_vlm_yes_ratio_reward_mean': '0.91562498', 'gathered_vlm_yes_ratio_reward_std': '0.15331620', 'gathered_ori_avg_reward_mean': '-0.19068947', 'gathered_ori_avg_reward_std': '0.24346681'} +2026-05-15 17:41:32.874 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:41:32.960 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:41:33.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:41:33.305 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.09s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-15 17:42:44.022 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_0/index_3906_seed_16283_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:42:49.000 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:43:14.438 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:43:14.449 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:43:14.450 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:13, 3.66s/it][01:13<00:00, 3.09s/it] +100%|██████████| 20/20 [01:13<00:00, 3.66s/it] +2026-05-15 17:44:34.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000252/group_0/index_3906_seed_16284_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 17:44:41.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:45:05.543 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:45:13.443 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 17:45:13.552 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 17:45:14.631 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.27s/it] +2026-05-15 17:47:23.651 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-15 17:47:24.656 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 17:49:33.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 252: training: 50%|█████ | 1/2 [03:40<03:40, 220.83s/it] 2026-05-15 17:56:59.296 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 253, train_steps: 10120 +Global Step 252: training: 100%|██████████| 2/2 [07:25<00:00, 222.87s/it]0, 10.98s/it] +2026-05-15 17:57:00.419 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 253 train_steps 10120 {'step': '253/10000', 'learning_rate': '0.00001000', 'loss': '1.458e-07', 'grad_norm': '0.00800004', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.72680664', 'grpo_loop_time': '446.07766724', 'ref_model_time': '128.63302612', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84451377', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10893977', 'token_credit_video_advantage_mean': '-8.335e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.458e-07', 'kl_loss': '0.00859596', 'kl_moving': '0.00859596', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.10893977', 'gathered_avg_reward_std': '0.10216902', 'gathered_vlm_logprob_reward_mean': '-0.10893977', 'gathered_vlm_logprob_reward_std': '0.10216902', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10893977', 'gathered_vlm_token_credit_reward_std': '0.10216902', 'gathered_vlm_yes_no_margin_reward_mean': '3.60546875', 'gathered_vlm_yes_no_margin_reward_std': '0.90495014', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076780', 'gathered_ori_avg_reward_mean': '-0.10893977', 'gathered_ori_avg_reward_std': '0.10216902'} +2026-05-15 17:57:00.612 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 17:57:00.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 17:57:00.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:57:00.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-15 17:58:11.696 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_0/index_2366_seed_26208_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 17:58:18.052 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 17:58:45.435 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 17:58:45.443 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 17:58:45.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.54s/it][01:10<00:00, 3.21s/it] +100%|██████████| 20/20 [01:10<00:00, 3.54s/it] +2026-05-15 18:00:02.864 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000253/group_0/index_2366_seed_26209_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:00:07.901 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:00:35.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:00:41.586 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:00:41.762 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:00:43.138 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:44<00:00, 52.07s/it] +2026-05-15 18:02:54.080 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.86s (2.18min) +2026-05-15 18:02:55.207 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:05:06.407 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 253: training: 50%|█████ | 1/2 [03:41<03:41, 221.97s/it] 2026-05-15 18:12:35.579 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 254, train_steps: 10160 +Global Step 253: training: 100%|██████████| 2/2 [07:28<00:00, 224.47s/it]1, 11.11s/it] +2026-05-15 18:12:36.638 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 254 train_steps 10160 {'step': '254/10000', 'learning_rate': '0.00001000', 'loss': '-1.746e-07', 'grad_norm': '0.00483845', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.49951172', 'grpo_loop_time': '449.26223755', 'ref_model_time': '130.85787964', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88062924', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10767969', 'token_credit_video_advantage_mean': '9.895e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.370e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.746e-07', 'kl_loss': '0.00816145', 'kl_moving': '0.00816145', 'kl_stepwise': '-1.852e-08', 'gathered_avg_reward_mean': '-0.10767968', 'gathered_avg_reward_std': '0.10921668', 'gathered_vlm_logprob_reward_mean': '-0.10767969', 'gathered_vlm_logprob_reward_std': '0.10921669', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10767969', 'gathered_vlm_token_credit_reward_std': '0.10921669', 'gathered_vlm_yes_no_margin_reward_mean': '3.50937510', 'gathered_vlm_yes_no_margin_reward_std': '1.11040449', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.09270247', 'gathered_ori_avg_reward_mean': '-0.10767969', 'gathered_ori_avg_reward_std': '0.10921669'} +2026-05-15 18:12:36.797 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:12:36.926 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:12:37.029 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:12:37.155 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.26s/it][01:05<00:00, 3.26s/it] +100%|██████████| 20/20 [01:05<00:00, 3.26s/it] +2026-05-15 18:13:50.790 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_0/index_2069_seed_16967_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 18:13:55.772 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:14:21.046 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:14:21.072 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:14:21.073 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:16, 3.82s/it][01:16<00:00, 3.22s/it] +100%|██████████| 20/20 [01:16<00:00, 3.82s/it] +2026-05-15 18:15:44.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000254/group_0/index_2069_seed_16968_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:15:50.433 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:16:17.847 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:16:24.858 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:16:25.053 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:16:26.189 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.99s/it] +2026-05-15 18:18:41.519 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.06s (2.25min) +2026-05-15 18:18:42.540 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:20:53.557 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 254: training: 50%|█████ | 1/2 [03:44<03:44, 224.50s/it] 2026-05-15 18:28:23.704 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 255, train_steps: 10200 +Global Step 254: training: 100%|██████████| 2/2 [07:29<00:00, 224.97s/it]1, 11.10s/it] +2026-05-15 18:28:24.832 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 255 train_steps 10200 {'step': '255/10000', 'learning_rate': '0.00001000', 'loss': '-6.333e-08', 'grad_norm': '0.00462534', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '365.68347168', 'grpo_loop_time': '450.30273438', 'ref_model_time': '135.05854797', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86853522', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12821041', 'token_credit_video_advantage_mean': '4.191e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.447e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.706e-08', 'kl_loss': '0.00824838', 'kl_moving': '0.00824838', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '-0.12821041', 'gathered_avg_reward_std': '0.12840445', 'gathered_vlm_logprob_reward_mean': '-0.12821041', 'gathered_vlm_logprob_reward_std': '0.12840444', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12821041', 'gathered_vlm_token_credit_reward_std': '0.12840444', 'gathered_vlm_yes_no_margin_reward_mean': '3.46679688', 'gathered_vlm_yes_no_margin_reward_std': '0.84805673', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.09662265', 'gathered_ori_avg_reward_mean': '-0.12821041', 'gathered_ori_avg_reward_std': '0.12840444'} +2026-05-15 18:28:25.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:28:25.141 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:28:25.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:28:25.313 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.11s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-15 18:29:36.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_0/index_9974_seed_5757_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 18:29:43.105 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:30:09.662 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:30:09.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:30:09.674 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.42s/it][01:08<00:00, 3.23s/it] +100%|██████████| 20/20 [01:08<00:00, 3.42s/it] +2026-05-15 18:31:25.046 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000255/group_0/index_9974_seed_5758_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:31:33.169 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:32:00.963 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:32:01.666 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:32:01.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:32:03.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.11s/it] +2026-05-15 18:34:19.559 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.83s (2.26min) +2026-05-15 18:34:20.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:36:30.109 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 255: training: 50%|█████ | 1/2 [03:42<03:42, 222.13s/it] 2026-05-15 18:43:57.000 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 256, train_steps: 10240 +Global Step 255: training: 100%|██████████| 2/2 [07:26<00:00, 223.38s/it]1, 11.08s/it] +2026-05-15 18:43:57.959 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 256 train_steps 10240 {'step': '256/10000', 'learning_rate': '0.00001000', 'loss': '-1.974e-07', 'grad_norm': '0.00508000', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.61560059', 'grpo_loop_time': '447.02896118', 'ref_model_time': '135.82623291', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86426646', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10897158', 'token_credit_video_advantage_mean': '1.248e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.447e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.974e-07', 'kl_loss': '0.00870925', 'kl_moving': '0.00870925', 'kl_stepwise': '-1.976e-08', 'gathered_avg_reward_mean': '-0.10897157', 'gathered_avg_reward_std': '0.10636234', 'gathered_vlm_logprob_reward_mean': '-0.10897158', 'gathered_vlm_logprob_reward_std': '0.10636234', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10897158', 'gathered_vlm_token_credit_reward_std': '0.10636234', 'gathered_vlm_yes_no_margin_reward_mean': '3.50898433', 'gathered_vlm_yes_no_margin_reward_std': '0.83896059', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.10897158', 'gathered_ori_avg_reward_std': '0.10636234'} +2026-05-15 18:43:58.268 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:43:58.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:43:58.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:43:58.578 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-15 18:45:08.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_0/index_5936_seed_30179_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 18:45:14.739 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:45:39.393 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:45:39.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:45:39.400 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:11, 3.58s/it][01:11<00:00, 3.24s/it] +100%|██████████| 20/20 [01:11<00:00, 3.58s/it] +2026-05-15 18:46:57.479 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000256/group_0/index_5936_seed_30180_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 18:47:03.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 18:47:28.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 18:47:36.093 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 18:47:36.229 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 18:47:37.425 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.75s/it] +2026-05-15 18:49:46.875 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.93s (2.15min) +2026-05-15 18:49:47.899 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 18:52:00.705 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 256: training: 50%|█████ | 1/2 [03:43<03:43, 223.53s/it] 2026-05-15 18:59:30.301 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 257, train_steps: 10280 +Global Step 256: training: 100%|██████████| 2/2 [07:29<00:00, 224.70s/it]1, 11.05s/it] +2026-05-15 18:59:31.353 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 257 train_steps 10280 {'step': '257/10000', 'learning_rate': '0.00001000', 'loss': '9.499e-08', 'grad_norm': '0.00762520', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.57974243', 'grpo_loop_time': '449.71578979', 'ref_model_time': '128.93231201', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85033375', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06943854', 'token_credit_video_advantage_mean': '-5.122e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.447e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.499e-08', 'kl_loss': '0.00944908', 'kl_moving': '0.00944908', 'kl_stepwise': '-2.031e-08', 'gathered_avg_reward_mean': '-0.06943853', 'gathered_avg_reward_std': '0.06353991', 'gathered_vlm_logprob_reward_mean': '-0.06943853', 'gathered_vlm_logprob_reward_std': '0.06353991', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06943853', 'gathered_vlm_token_credit_reward_std': '0.06353991', 'gathered_vlm_yes_no_margin_reward_mean': '3.76406264', 'gathered_vlm_yes_no_margin_reward_std': '0.65454954', 'gathered_vlm_yes_ratio_reward_mean': '0.98749995', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.06943853', 'gathered_ori_avg_reward_std': '0.06353991'} +2026-05-15 18:59:31.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 18:59:31.697 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 18:59:31.744 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 18:59:31.870 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.20s/it][01:03<00:00, 3.21s/it] +100%|██████████| 20/20 [01:03<00:00, 3.20s/it] +2026-05-15 19:00:44.323 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_0/index_8817_seed_8397_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:00:50.879 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:01:18.399 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:01:18.408 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:01:18.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.29s/it][01:05<00:00, 3.10s/it] +100%|██████████| 20/20 [01:05<00:00, 3.29s/it] +2026-05-15 19:02:31.119 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000257/group_0/index_8817_seed_8398_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:02:38.903 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:03:06.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:03:10.945 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:03:11.098 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:03:12.471 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.52s/it] +2026-05-15 19:05:26.813 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.20s (2.24min) +2026-05-15 19:05:27.903 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:07:38.062 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 257: training: 50%|█████ | 1/2 [03:43<03:43, 223.03s/it] 2026-05-15 19:15:06.399 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 258, train_steps: 10320 +Global Step 257: training: 100%|██████████| 2/2 [07:28<00:00, 224.08s/it]0, 10.98s/it] +2026-05-15 19:15:07.535 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 258 train_steps 10320 {'step': '258/10000', 'learning_rate': '0.00001000', 'loss': '-2.608e-08', 'grad_norm': '0.00479977', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '356.26754761', 'grpo_loop_time': '448.43905640', 'ref_model_time': '134.19598389', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85475659', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13156372', 'token_credit_video_advantage_mean': '1.071e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.608e-08', 'kl_loss': '0.00943146', 'kl_moving': '0.00943146', 'kl_stepwise': '-1.925e-08', 'gathered_avg_reward_mean': '-0.13156374', 'gathered_avg_reward_std': '0.11946504', 'gathered_vlm_logprob_reward_mean': '-0.13156374', 'gathered_vlm_logprob_reward_std': '0.11946505', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13156374', 'gathered_vlm_token_credit_reward_std': '0.11946505', 'gathered_vlm_yes_no_margin_reward_mean': '3.48906255', 'gathered_vlm_yes_no_margin_reward_std': '0.74002331', 'gathered_vlm_yes_ratio_reward_mean': '0.93437499', 'gathered_vlm_yes_ratio_reward_std': '0.10034122', 'gathered_ori_avg_reward_mean': '-0.13156374', 'gathered_ori_avg_reward_std': '0.11946505'} +2026-05-15 19:15:07.740 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 19:15:07.875 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:15:07.923 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:15:08.014 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.22s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-15 19:16:19.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_0/index_8191_seed_16895_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:16:27.204 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:16:53.958 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:16:53.965 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:16:53.966 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.55s/it][01:10<00:00, 3.13s/it] +100%|██████████| 20/20 [01:10<00:00, 3.55s/it] +2026-05-15 19:18:11.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000258/group_0/index_8191_seed_16896_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:18:17.931 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:18:43.753 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:18:49.178 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:18:49.346 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:18:50.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.56s/it] +2026-05-15 19:21:02.673 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.89s (2.20min) +2026-05-15 19:21:03.760 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:23:18.261 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 258: training: 50%|█████ | 1/2 [03:41<03:41, 221.00s/it] 2026-05-15 19:30:45.187 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 259, train_steps: 10360 +Global Step 258: training: 100%|██████████| 2/2 [07:26<00:00, 223.38s/it]1, 11.04s/it] +2026-05-15 19:30:46.077 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 259 train_steps 10360 {'step': '259/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-08', 'grad_norm': '0.01122520', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '355.95675659', 'grpo_loop_time': '446.99533081', 'ref_model_time': '131.89160156', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85020196', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10336933', 'token_credit_video_advantage_mean': '-2.282e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.435e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-08', 'kl_loss': '0.00928986', 'kl_moving': '0.00928986', 'kl_stepwise': '-1.963e-08', 'gathered_avg_reward_mean': '-0.10336933', 'gathered_avg_reward_std': '0.12008584', 'gathered_vlm_logprob_reward_mean': '-0.10336933', 'gathered_vlm_logprob_reward_std': '0.12008585', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10336933', 'gathered_vlm_token_credit_reward_std': '0.12008585', 'gathered_vlm_yes_no_margin_reward_mean': '3.52929688', 'gathered_vlm_yes_no_margin_reward_std': '0.80698305', 'gathered_vlm_yes_ratio_reward_mean': '0.97500002', 'gathered_vlm_yes_ratio_reward_std': '0.06614378', 'gathered_ori_avg_reward_mean': '-0.10336933', 'gathered_ori_avg_reward_std': '0.12008585'} +2026-05-15 19:30:46.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 19:30:46.528 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:30:46.599 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:30:46.737 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.07s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-15 19:31:58.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_0/index_509_seed_2399_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:32:05.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:32:34.124 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:32:34.145 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:32:34.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.37s/it][01:07<00:00, 3.12s/it] +100%|██████████| 20/20 [01:07<00:00, 3.37s/it] +2026-05-15 19:33:47.868 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000259/group_0/index_509_seed_2400_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:33:55.746 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:34:23.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:34:30.195 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:34:30.374 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:34:31.748 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.53s/it] +2026-05-15 19:36:43.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.96s (2.20min) +2026-05-15 19:36:45.018 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:39:00.020 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 259: training: 50%|█████ | 1/2 [03:43<03:43, 223.68s/it] 2026-05-15 19:46:29.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 260, train_steps: 10400 +Global Step 259: training: 100%|██████████| 2/2 [07:29<00:00, 224.78s/it]1, 11.02s/it] +2026-05-15 19:46:30.758 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 260 train_steps 10400 {'step': '260/10000', 'learning_rate': '0.00001000', 'loss': '-4.517e-08', 'grad_norm': '0.01075165', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.53158569', 'grpo_loop_time': '449.88259888', 'ref_model_time': '131.96136475', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88886273', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11325186', 'token_credit_video_advantage_mean': '2.631e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.517e-08', 'kl_loss': '0.00986823', 'kl_moving': '0.00986823', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.11325186', 'gathered_avg_reward_std': '0.10143620', 'gathered_vlm_logprob_reward_mean': '-0.11325186', 'gathered_vlm_logprob_reward_std': '0.10143619', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11325186', 'gathered_vlm_token_credit_reward_std': '0.10143619', 'gathered_vlm_yes_no_margin_reward_mean': '3.28398418', 'gathered_vlm_yes_no_margin_reward_std': '0.88993251', 'gathered_vlm_yes_ratio_reward_mean': '0.95625001', 'gathered_vlm_yes_ratio_reward_std': '0.09662265', 'gathered_ori_avg_reward_mean': '-0.11325186', 'gathered_ori_avg_reward_std': '0.10143619'} +2026-05-15 19:47:30.244 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0) +2026-05-15 19:47:37.369 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 19:47:37.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 19:47:37.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:47:37.768 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.26s/it][01:05<00:00, 3.19s/it] +100%|██████████| 20/20 [01:05<00:00, 3.26s/it] +2026-05-15 19:48:51.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_0/index_9998_seed_26043_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 19:48:58.864 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:49:25.886 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:49:25.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 19:49:25.909 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.29s/it][01:05<00:00, 3.08s/it] +100%|██████████| 20/20 [01:05<00:00, 3.29s/it] +2026-05-15 19:50:38.262 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000260/group_0/index_9998_seed_26044_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 19:50:45.563 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 19:51:12.131 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 19:51:16.605 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 19:51:16.733 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 19:51:18.082 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.00s/it] +2026-05-15 19:53:28.462 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.20s (2.17min) +2026-05-15 19:53:29.448 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 19:55:38.687 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 260: training: 50%|█████ | 1/2 [03:43<03:43, 223.01s/it] 2026-05-15 20:03:07.377 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 261, train_steps: 10440 +Global Step 260: training: 100%|██████████| 2/2 [07:28<00:00, 224.25s/it]1, 11.03s/it] +2026-05-15 20:03:08.464 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 261 train_steps 10440 {'step': '261/10000', 'learning_rate': '0.00001000', 'loss': '-2.282e-07', 'grad_norm': '0.00539808', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.02392578', 'grpo_loop_time': '448.92993164', 'ref_model_time': '130.20120239', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85285556', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16614722', 'token_credit_video_advantage_mean': '1.271e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.455e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.282e-07', 'kl_loss': '0.00868164', 'kl_moving': '0.00868165', 'kl_stepwise': '-1.863e-08', 'gathered_avg_reward_mean': '-0.16614720', 'gathered_avg_reward_std': '0.22358534', 'gathered_vlm_logprob_reward_mean': '-0.16614722', 'gathered_vlm_logprob_reward_std': '0.22358532', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16614722', 'gathered_vlm_token_credit_reward_std': '0.22358532', 'gathered_vlm_yes_no_margin_reward_mean': '3.27109385', 'gathered_vlm_yes_no_margin_reward_std': '0.92230630', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514586', 'gathered_ori_avg_reward_mean': '-0.16614722', 'gathered_ori_avg_reward_std': '0.22358532'} +2026-05-15 20:03:08.668 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:03:08.810 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:03:08.872 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:03:08.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.24s/it][01:04<00:00, 3.28s/it] +100%|██████████| 20/20 [01:04<00:00, 3.24s/it] +2026-05-15 20:04:22.140 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_0/index_5544_seed_23712_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:04:28.394 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:04:55.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:04:55.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:04:55.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.55s/it][01:10<00:00, 3.33s/it] +100%|██████████| 20/20 [01:10<00:00, 3.55s/it] +2026-05-15 20:06:12.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000261/group_0/index_5544_seed_23713_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:06:17.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:06:43.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:06:54.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:06:54.497 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:06:55.852 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.93s/it] +2026-05-15 20:09:07.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 20:09:08.254 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:11:20.182 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 261: training: 50%|█████ | 1/2 [03:41<03:41, 221.14s/it] 2026-05-15 20:18:45.333 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 262, train_steps: 10480 +Global Step 261: training: 100%|██████████| 2/2 [07:24<00:00, 222.49s/it]0, 10.94s/it] +2026-05-15 20:18:46.357 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 262 train_steps 10480 {'step': '262/10000', 'learning_rate': '0.00001000', 'loss': '-5.495e-08', 'grad_norm': '0.00506211', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.53015137', 'grpo_loop_time': '445.21368408', 'ref_model_time': '131.25415039', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86147571', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11560724', 'token_credit_video_advantage_mean': '1.746e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.486e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.495e-08', 'kl_loss': '0.00846662', 'kl_moving': '0.00846662', 'kl_stepwise': '-1.985e-08', 'gathered_avg_reward_mean': '-0.11560724', 'gathered_avg_reward_std': '0.10732930', 'gathered_vlm_logprob_reward_mean': '-0.11560724', 'gathered_vlm_logprob_reward_std': '0.10732930', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11560724', 'gathered_vlm_token_credit_reward_std': '0.10732930', 'gathered_vlm_yes_no_margin_reward_mean': '3.36484385', 'gathered_vlm_yes_no_margin_reward_std': '0.73781407', 'gathered_vlm_yes_ratio_reward_mean': '0.96249998', 'gathered_vlm_yes_ratio_reward_std': '0.07806248', 'gathered_ori_avg_reward_mean': '-0.11560724', 'gathered_ori_avg_reward_std': '0.10732930'} +2026-05-15 20:18:46.557 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:18:46.692 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:18:46.753 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:18:46.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.08s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-15 20:19:56.308 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_0/index_2488_seed_16835_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:20:01.505 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:20:28.486 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:20:28.503 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:20:28.504 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:11, 3.59s/it][01:11<00:00, 3.10s/it] +100%|██████████| 20/20 [01:11<00:00, 3.59s/it] +2026-05-15 20:21:47.011 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000262/group_0/index_2488_seed_16836_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:21:52.996 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:22:18.565 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:22:27.226 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:22:27.304 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:22:28.770 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.01s/it] +2026-05-15 20:24:40.490 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.46s (2.19min) +2026-05-15 20:24:41.573 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:26:48.458 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 262: training: 50%|█████ | 1/2 [03:43<03:43, 223.90s/it] 2026-05-15 20:34:17.122 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 263, train_steps: 10520 +Global Step 262: training: 100%|██████████| 2/2 [07:28<00:00, 224.18s/it]0, 10.95s/it] +2026-05-15 20:34:18.013 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 263 train_steps 10520 {'step': '263/10000', 'learning_rate': '0.00001000', 'loss': '-2.189e-07', 'grad_norm': '0.00482153', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.94100952', 'grpo_loop_time': '448.36456299', 'ref_model_time': '131.46109009', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86143792', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12721582', 'token_credit_video_advantage_mean': '1.355e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.411e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.189e-07', 'kl_loss': '0.00819938', 'kl_moving': '0.00819938', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '-0.12721582', 'gathered_avg_reward_std': '0.15288702', 'gathered_vlm_logprob_reward_mean': '-0.12721580', 'gathered_vlm_logprob_reward_std': '0.15288702', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12721580', 'gathered_vlm_token_credit_reward_std': '0.15288702', 'gathered_vlm_yes_no_margin_reward_mean': '3.59218740', 'gathered_vlm_yes_no_margin_reward_std': '1.24418080', 'gathered_vlm_yes_ratio_reward_mean': '0.94374996', 'gathered_vlm_yes_ratio_reward_std': '0.11973277', 'gathered_ori_avg_reward_mean': '-0.12721580', 'gathered_ori_avg_reward_std': '0.15288702'} +2026-05-15 20:34:18.116 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:34:18.250 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:34:18.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:34:18.573 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.09s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-15 20:35:28.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_0/index_1686_seed_18231_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:35:33.311 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:36:01.748 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:36:01.757 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:36:01.758 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.51s/it][01:10<00:00, 3.21s/it] +100%|██████████| 20/20 [01:10<00:00, 3.51s/it] +2026-05-15 20:37:18.707 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000263/group_0/index_1686_seed_18232_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:37:27.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:37:55.021 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:37:58.016 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:37:58.175 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:37:59.444 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.10s/it] +2026-05-15 20:40:15.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 135.66s (2.26min) +2026-05-15 20:40:16.462 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:42:24.524 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 263: training: 50%|█████ | 1/2 [03:42<03:42, 222.71s/it] 2026-05-15 20:49:52.227 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 264, train_steps: 10560 +Global Step 263: training: 100%|██████████| 2/2 [07:27<00:00, 223.77s/it]1, 11.04s/it] +2026-05-15 20:49:53.166 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 264 train_steps 10560 {'step': '264/10000', 'learning_rate': '0.00001000', 'loss': '1.828e-07', 'grad_norm': '0.00463575', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.28540039', 'grpo_loop_time': '447.89746094', 'ref_model_time': '135.65510559', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85032451', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.18101482', 'token_credit_video_advantage_mean': '-1.004e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.790e-07', 'kl_loss': '0.00854874', 'kl_moving': '0.00854874', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '-0.18101482', 'gathered_avg_reward_std': '0.18532489', 'gathered_vlm_logprob_reward_mean': '-0.18101484', 'gathered_vlm_logprob_reward_std': '0.18532489', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.18101484', 'gathered_vlm_token_credit_reward_std': '0.18532489', 'gathered_vlm_yes_no_margin_reward_mean': '3.07343721', 'gathered_vlm_yes_no_margin_reward_std': '0.96496111', 'gathered_vlm_yes_ratio_reward_mean': '0.92812502', 'gathered_vlm_yes_ratio_reward_std': '0.10226917', 'gathered_ori_avg_reward_mean': '-0.18101484', 'gathered_ori_avg_reward_std': '0.18532489'} +2026-05-15 20:49:53.480 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 20:49:53.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 20:49:53.706 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:49:53.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.27s/it][01:05<00:00, 3.32s/it] +100%|██████████| 20/20 [01:05<00:00, 3.27s/it] +2026-05-15 20:51:07.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_0/index_6991_seed_16871_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 20:51:12.569 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:51:36.588 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:51:36.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 20:51:36.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.52s/it][01:10<00:00, 3.21s/it] +100%|██████████| 20/20 [01:10<00:00, 3.52s/it] +2026-05-15 20:52:52.838 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000264/group_0/index_6991_seed_16872_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 20:52:57.965 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 20:53:22.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 20:53:34.116 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 20:53:34.132 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 20:53:35.745 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 51.00s/it] +2026-05-15 20:55:45.808 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.81s (2.16min) +2026-05-15 20:55:46.957 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 20:57:59.276 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 264: training: 50%|█████ | 1/2 [03:45<03:45, 225.34s/it] 2026-05-15 21:05:30.394 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 265, train_steps: 10600 +Global Step 264: training: 100%|██████████| 2/2 [07:30<00:00, 225.48s/it]1, 11.03s/it] +2026-05-15 21:05:31.287 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 265 train_steps 10600 {'step': '265/10000', 'learning_rate': '0.00001000', 'loss': '1.113e-07', 'grad_norm': '0.00495197', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.41671753', 'grpo_loop_time': '451.09716797', 'ref_model_time': '129.81436157', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87266463', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16055049', 'token_credit_video_advantage_mean': '-6.054e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.113e-07', 'kl_loss': '0.00876811', 'kl_moving': '0.00876811', 'kl_stepwise': '-1.864e-08', 'gathered_avg_reward_mean': '-0.16055048', 'gathered_avg_reward_std': '0.20721170', 'gathered_vlm_logprob_reward_mean': '-0.16055048', 'gathered_vlm_logprob_reward_std': '0.20721169', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16055048', 'gathered_vlm_token_credit_reward_std': '0.20721169', 'gathered_vlm_yes_no_margin_reward_mean': '3.37695312', 'gathered_vlm_yes_no_margin_reward_std': '1.17696226', 'gathered_vlm_yes_ratio_reward_mean': '0.91874999', 'gathered_vlm_yes_ratio_reward_std': '0.14882350', 'gathered_ori_avg_reward_mean': '-0.16055048', 'gathered_ori_avg_reward_std': '0.20721169'} +2026-05-15 21:05:31.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:05:31.574 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:05:31.648 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:05:31.747 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.33s/it][01:06<00:00, 3.36s/it] +100%|██████████| 20/20 [01:06<00:00, 3.33s/it] +2026-05-15 21:06:46.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_0/index_5531_seed_12769_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:06:54.686 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:07:20.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:07:20.687 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:07:20.688 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.38s/it][01:07<00:00, 3.22s/it] +100%|██████████| 20/20 [01:07<00:00, 3.38s/it] +2026-05-15 21:08:35.338 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000265/group_0/index_5531_seed_12770_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:08:42.247 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:09:08.372 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:09:12.681 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:09:12.810 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:09:14.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.88s/it] +2026-05-15 21:11:23.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.80s (2.15min) +2026-05-15 21:11:24.133 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:13:33.664 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 265: training: 50%|█████ | 1/2 [03:42<03:42, 222.94s/it] 2026-05-15 21:21:02.452 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 266, train_steps: 10640 +Global Step 265: training: 100%|██████████| 2/2 [07:28<00:00, 224.28s/it]0, 10.98s/it] +2026-05-15 21:21:03.521 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 266 train_steps 10640 {'step': '266/10000', 'learning_rate': '0.00001000', 'loss': '5.739e-08', 'grad_norm': '0.00422684', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.65902710', 'grpo_loop_time': '448.93945312', 'ref_model_time': '128.80284119', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86065674', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.06431163', 'token_credit_video_advantage_mean': '-4.214e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.362e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.553e-08', 'kl_loss': '0.00840625', 'kl_moving': '0.00840625', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '-0.06431164', 'gathered_avg_reward_std': '0.07329163', 'gathered_vlm_logprob_reward_mean': '-0.06431163', 'gathered_vlm_logprob_reward_std': '0.07329164', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.06431163', 'gathered_vlm_token_credit_reward_std': '0.07329164', 'gathered_vlm_yes_no_margin_reward_mean': '3.86054707', 'gathered_vlm_yes_no_margin_reward_std': '0.81414270', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367364', 'gathered_ori_avg_reward_mean': '-0.06431163', 'gathered_ori_avg_reward_std': '0.07329164'} +2026-05-15 21:21:03.765 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:21:03.883 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:21:03.971 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:21:04.012 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.25s/it][01:04<00:00, 3.12s/it] +100%|██████████| 20/20 [01:04<00:00, 3.25s/it] +2026-05-15 21:22:17.272 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_0/index_8773_seed_18105_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:22:25.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:22:52.799 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:22:52.827 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:22:52.828 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.24s/it][01:04<00:00, 3.20s/it] +100%|██████████| 20/20 [01:04<00:00, 3.24s/it] +2026-05-15 21:24:04.353 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000266/group_0/index_8773_seed_18106_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:24:10.578 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:24:36.994 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:24:45.129 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:24:45.306 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:24:46.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.91s/it] +2026-05-15 21:27:00.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 133.38s (2.22min) +2026-05-15 21:27:01.208 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:29:13.223 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 266: training: 50%|█████ | 1/2 [03:43<03:43, 223.40s/it] 2026-05-15 21:36:41.691 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 267, train_steps: 10680 +Global Step 266: training: 100%|██████████| 2/2 [07:28<00:00, 224.13s/it]1, 11.02s/it] +2026-05-15 21:36:42.528 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 267 train_steps 10680 {'step': '267/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00597040', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '357.38232422', 'grpo_loop_time': '448.25680542', 'ref_model_time': '133.37600708', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84396559', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13466232', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.466e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00929806', 'kl_moving': '0.00929807', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '-0.13466232', 'gathered_avg_reward_std': '0.13216038', 'gathered_vlm_logprob_reward_mean': '-0.13466232', 'gathered_vlm_logprob_reward_std': '0.13216038', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13466232', 'gathered_vlm_token_credit_reward_std': '0.13216038', 'gathered_vlm_yes_no_margin_reward_mean': '3.23906255', 'gathered_vlm_yes_no_margin_reward_std': '0.82294822', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08788976', 'gathered_ori_avg_reward_mean': '-0.13466232', 'gathered_ori_avg_reward_std': '0.13216038'} +2026-05-15 21:36:42.677 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:36:42.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:36:42.880 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:36:42.975 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.10s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-15 21:37:53.969 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_0/index_7853_seed_25652_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:38:00.218 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:38:27.397 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:38:27.406 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:38:27.407 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:12, 3.62s/it][01:12<00:00, 3.21s/it] +100%|██████████| 20/20 [01:12<00:00, 3.62s/it] +2026-05-15 21:39:46.594 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000267/group_0/index_7853_seed_25653_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:39:54.656 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:40:19.997 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:40:25.318 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:40:25.484 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:40:26.810 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.34s/it] +2026-05-15 21:42:39.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.90s (2.22min) +2026-05-15 21:42:40.912 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 21:44:50.728 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 267: training: 50%|█████ | 1/2 [03:42<03:42, 222.82s/it] 2026-05-15 21:52:17.733 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 268, train_steps: 10720 +Global Step 267: training: 100%|██████████| 2/2 [07:26<00:00, 223.40s/it]0, 10.97s/it] +2026-05-15 21:52:18.864 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 268 train_steps 10720 {'step': '268/10000', 'learning_rate': '0.00001000', 'loss': '7.078e-08', 'grad_norm': '0.00566893', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.16839600', 'grpo_loop_time': '447.13812256', 'ref_model_time': '132.90449524', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85529625', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.07890576', 'token_credit_video_advantage_mean': '-4.843e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.078e-08', 'kl_loss': '0.00907662', 'kl_moving': '0.00907663', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '-0.07890576', 'gathered_avg_reward_std': '0.06398121', 'gathered_vlm_logprob_reward_mean': '-0.07890576', 'gathered_vlm_logprob_reward_std': '0.06398121', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.07890576', 'gathered_vlm_token_credit_reward_std': '0.06398121', 'gathered_vlm_yes_no_margin_reward_mean': '3.67578149', 'gathered_vlm_yes_no_margin_reward_std': '0.91839886', 'gathered_vlm_yes_ratio_reward_mean': '0.98750001', 'gathered_vlm_yes_ratio_reward_std': '0.04841229', 'gathered_ori_avg_reward_mean': '-0.07890576', 'gathered_ori_avg_reward_std': '0.06398121'} +2026-05-15 21:52:19.068 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 21:52:19.199 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 21:52:19.266 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:52:19.350 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.17s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-15 21:53:30.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_0/index_7626_seed_11731_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 21:53:36.907 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:54:01.708 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:54:01.729 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 21:54:01.730 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:09, 3.47s/it][01:09<00:00, 3.21s/it] +100%|██████████| 20/20 [01:09<00:00, 3.47s/it] +2026-05-15 21:55:18.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000268/group_0/index_7626_seed_11732_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 21:55:22.852 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 21:55:52.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 21:55:56.118 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 21:55:56.320 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 21:55:57.433 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.15s/it] +2026-05-15 21:58:09.203 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.25s (2.19min) +2026-05-15 21:58:10.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:00:24.143 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 268: training: 50%|█████ | 1/2 [03:42<03:42, 222.53s/it] 2026-05-15 22:07:51.978 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 269, train_steps: 10760 +Global Step 268: training: 100%|██████████| 2/2 [07:27<00:00, 223.84s/it]1, 11.01s/it] +2026-05-15 22:07:53.002 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 269 train_steps 10760 {'step': '269/10000', 'learning_rate': '0.00001000', 'loss': '-1.653e-08', 'grad_norm': '0.01066246', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.06835938', 'grpo_loop_time': '447.99111938', 'ref_model_time': '131.25051880', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89230859', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12897164', 'token_credit_video_advantage_mean': '2.095e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.560e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.653e-08', 'kl_loss': '0.00936304', 'kl_moving': '0.00936304', 'kl_stepwise': '-2.114e-08', 'gathered_avg_reward_mean': '-0.12897162', 'gathered_avg_reward_std': '0.10741965', 'gathered_vlm_logprob_reward_mean': '-0.12897164', 'gathered_vlm_logprob_reward_std': '0.10741965', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12897164', 'gathered_vlm_token_credit_reward_std': '0.10741965', 'gathered_vlm_yes_no_margin_reward_mean': '3.47226572', 'gathered_vlm_yes_no_margin_reward_std': '1.01012564', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.08992185', 'gathered_ori_avg_reward_mean': '-0.12897164', 'gathered_ori_avg_reward_std': '0.10741965'} +2026-05-15 22:07:53.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:07:53.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:07:53.498 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:07:53.588 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.11s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-15 22:09:05.900 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_0/index_481_seed_9610_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:09:11.219 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:09:38.357 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:09:38.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:09:38.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.35s/it][01:07<00:00, 3.08s/it] +100%|██████████| 20/20 [01:07<00:00, 3.35s/it] +2026-05-15 22:10:52.273 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000269/group_0/index_481_seed_9611_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:11:00.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:11:27.803 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:11:35.384 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:11:35.502 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:11:36.912 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.04s/it] +2026-05-15 22:13:52.137 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 134.97s (2.25min) +2026-05-15 22:13:53.081 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:16:00.154 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 269: training: 50%|█████ | 1/2 [03:43<03:43, 223.60s/it] 2026-05-15 22:23:30.098 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 270, train_steps: 10800 +Global Step 269: training: 100%|██████████| 2/2 [07:29<00:00, 224.89s/it]1, 11.02s/it] +2026-05-15 22:23:30.886 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 270 train_steps 10800 {'step': '270/10000', 'learning_rate': '0.00001000', 'loss': '-1.607e-08', 'grad_norm': '0.00711543', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '359.73031616', 'grpo_loop_time': '449.79278564', 'ref_model_time': '134.96772766', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86302704', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16149421', 'token_credit_video_advantage_mean': '5.995e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.618e-08', 'kl_loss': '0.00996558', 'kl_moving': '0.00996559', 'kl_stepwise': '-2.049e-08', 'gathered_avg_reward_mean': '-0.16149423', 'gathered_avg_reward_std': '0.18125486', 'gathered_vlm_logprob_reward_mean': '-0.16149423', 'gathered_vlm_logprob_reward_std': '0.18125486', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16149423', 'gathered_vlm_token_credit_reward_std': '0.18125486', 'gathered_vlm_yes_no_margin_reward_mean': '3.13671875', 'gathered_vlm_yes_no_margin_reward_std': '0.95436877', 'gathered_vlm_yes_ratio_reward_mean': '0.94062495', 'gathered_vlm_yes_ratio_reward_std': '0.09797759', 'gathered_ori_avg_reward_mean': '-0.16149423', 'gathered_ori_avg_reward_std': '0.18125486'} +2026-05-15 22:24:30.497 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0) +2026-05-15 22:24:33.096 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:24:33.373 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:24:33.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:24:33.686 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.18s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-15 22:25:46.251 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_0/index_1385_seed_549_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:25:50.635 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:26:16.629 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:26:16.644 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:26:16.645 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:10, 3.50s/it][01:10<00:00, 3.19s/it] +100%|██████████| 20/20 [01:10<00:00, 3.50s/it] +2026-05-15 22:27:33.208 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000270/group_0/index_1385_seed_550_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:27:38.153 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:28:05.687 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:28:11.816 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:28:11.980 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:28:13.412 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.88s/it] +2026-05-15 22:30:25.383 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.85s (2.20min) +2026-05-15 22:30:26.359 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:32:32.504 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 270: training: 50%|█████ | 1/2 [03:41<03:41, 221.73s/it] 2026-05-15 22:39:59.961 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 271, train_steps: 10840 +Global Step 270: training: 100%|██████████| 2/2 [07:27<00:00, 223.66s/it]1, 11.07s/it] +2026-05-15 22:40:00.818 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 271 train_steps 10840 {'step': '271/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00598380', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.19754028', 'grpo_loop_time': '447.32110596', 'ref_model_time': '131.85267639', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86855614', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14115712', 'token_credit_video_advantage_mean': '3.102e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00884429', 'kl_moving': '0.00884429', 'kl_stepwise': '-1.922e-08', 'gathered_avg_reward_mean': '-0.14115712', 'gathered_avg_reward_std': '0.14733240', 'gathered_vlm_logprob_reward_mean': '-0.14115712', 'gathered_vlm_logprob_reward_std': '0.14733240', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14115712', 'gathered_vlm_token_credit_reward_std': '0.14733240', 'gathered_vlm_yes_no_margin_reward_mean': '3.20156264', 'gathered_vlm_yes_no_margin_reward_std': '0.84882593', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.08660255', 'gathered_ori_avg_reward_mean': '-0.14115712', 'gathered_ori_avg_reward_std': '0.14733240'} +2026-05-15 22:40:00.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:40:01.100 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:40:01.171 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:40:01.270 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.20s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-15 22:41:12.567 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_0/index_2027_seed_2605_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:41:20.636 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:41:47.764 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:41:47.787 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:41:47.788 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.39s/it][01:07<00:00, 3.21s/it] +100%|██████████| 20/20 [01:07<00:00, 3.39s/it] +2026-05-15 22:43:02.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000271/group_0/index_2027_seed_2606_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:43:10.050 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:43:38.103 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:43:38.744 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:43:38.784 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:43:40.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.71s/it] +2026-05-15 22:45:49.632 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.31s (2.16min) +2026-05-15 22:45:50.607 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 22:48:04.941 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 271: training: 50%|█████ | 1/2 [03:42<03:42, 222.44s/it] 2026-05-15 22:55:33.504 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 272, train_steps: 10880 +Global Step 271: training: 100%|██████████| 2/2 [07:28<00:00, 224.21s/it]1, 11.14s/it] +2026-05-15 22:55:34.545 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 272 train_steps 10880 {'step': '272/10000', 'learning_rate': '0.00001000', 'loss': '1.909e-08', 'grad_norm': '0.00487279', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '349.55712891', 'grpo_loop_time': '448.66360474', 'ref_model_time': '129.31193542', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87267494', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.16549259', 'token_credit_video_advantage_mean': '-6.752e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.453e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.816e-08', 'kl_loss': '0.00843417', 'kl_moving': '0.00843417', 'kl_stepwise': '-1.957e-08', 'gathered_avg_reward_mean': '-0.16549261', 'gathered_avg_reward_std': '0.15528479', 'gathered_vlm_logprob_reward_mean': '-0.16549259', 'gathered_vlm_logprob_reward_std': '0.15528479', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.16549259', 'gathered_vlm_token_credit_reward_std': '0.15528479', 'gathered_vlm_yes_no_margin_reward_mean': '3.08710933', 'gathered_vlm_yes_no_margin_reward_std': '0.97304487', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.10288799', 'gathered_ori_avg_reward_mean': '-0.16549259', 'gathered_ori_avg_reward_std': '0.15528479'} +2026-05-15 22:55:34.734 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 22:55:34.868 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 22:55:34.936 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:55:35.009 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.10s/it][01:01<00:00, 3.06s/it] +100%|██████████| 20/20 [01:01<00:00, 3.10s/it] +2026-05-15 22:56:45.818 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_0/index_8982_seed_2909_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 22:56:53.363 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:57:19.767 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:57:19.775 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 22:57:19.776 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.27s/it][01:05<00:00, 3.08s/it] +100%|██████████| 20/20 [01:05<00:00, 3.27s/it] +2026-05-15 22:58:31.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000272/group_0/index_8982_seed_2910_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 22:58:39.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 22:59:05.485 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 22:59:09.958 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 22:59:10.126 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 22:59:11.403 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:44<00:00, 52.12s/it] +2026-05-15 23:01:22.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.96s (2.18min) +2026-05-15 23:01:23.567 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:03:32.249 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 272: training: 50%|█████ | 1/2 [03:43<03:43, 223.52s/it] 2026-05-15 23:11:01.931 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 273, train_steps: 10920 +Global Step 272: training: 100%|██████████| 2/2 [07:29<00:00, 224.74s/it]0, 10.97s/it] +2026-05-15 23:11:02.968 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 273 train_steps 10920 {'step': '273/10000', 'learning_rate': '0.00001000', 'loss': '2.105e-07', 'grad_norm': '0.00482634', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.75442505', 'grpo_loop_time': '449.80978394', 'ref_model_time': '130.95745850', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85486037', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14128998', 'token_credit_video_advantage_mean': '-1.304e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.391e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.105e-07', 'kl_loss': '0.00907363', 'kl_moving': '0.00907363', 'kl_stepwise': '-1.900e-08', 'gathered_avg_reward_mean': '-0.14128999', 'gathered_avg_reward_std': '0.10374590', 'gathered_vlm_logprob_reward_mean': '-0.14128999', 'gathered_vlm_logprob_reward_std': '0.10374589', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14128999', 'gathered_vlm_token_credit_reward_std': '0.10374589', 'gathered_vlm_yes_no_margin_reward_mean': '3.22070312', 'gathered_vlm_yes_no_margin_reward_std': '0.80941182', 'gathered_vlm_yes_ratio_reward_mean': '0.94999999', 'gathered_vlm_yes_ratio_reward_std': '0.09354144', 'gathered_ori_avg_reward_mean': '-0.14128999', 'gathered_ori_avg_reward_std': '0.10374589'} +2026-05-15 23:11:03.108 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:11:03.245 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:11:03.299 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:11:03.378 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 3.20s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-15 23:12:15.065 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_0/index_1228_seed_2425_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:12:21.272 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:12:46.490 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:12:46.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:12:46.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:09, 3.46s/it][01:09<00:00, 3.19s/it] +100%|██████████| 20/20 [01:09<00:00, 3.46s/it] +2026-05-15 23:14:02.458 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000273/group_0/index_1228_seed_2426_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 23:14:08.383 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:14:35.491 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:14:42.197 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:14:42.330 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 23:14:43.762 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.72s/it] +2026-05-15 23:16:54.224 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.44s (2.17min) +2026-05-15 23:16:55.336 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:19:00.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 273: training: 50%|█████ | 1/2 [03:42<03:42, 222.55s/it] 2026-05-15 23:26:27.878 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 274, train_steps: 10960 +Global Step 273: training: 100%|██████████| 2/2 [07:27<00:00, 223.60s/it]1, 11.06s/it] +2026-05-15 23:26:29.018 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 274 train_steps 10960 {'step': '274/10000', 'learning_rate': '0.00001000', 'loss': '9.406e-08', 'grad_norm': '0.01811476', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '352.10644531', 'grpo_loop_time': '447.55978394', 'ref_model_time': '130.44277954', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85582280', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12708335', 'token_credit_video_advantage_mean': '-3.912e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.406e-08', 'kl_loss': '0.00938343', 'kl_moving': '0.00938343', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.12708335', 'gathered_avg_reward_std': '0.13881730', 'gathered_vlm_logprob_reward_mean': '-0.12708336', 'gathered_vlm_logprob_reward_std': '0.13881730', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12708336', 'gathered_vlm_token_credit_reward_std': '0.13881730', 'gathered_vlm_yes_no_margin_reward_mean': '3.27890635', 'gathered_vlm_yes_no_margin_reward_std': '1.02295172', 'gathered_vlm_yes_ratio_reward_mean': '0.94375002', 'gathered_vlm_yes_ratio_reward_std': '0.12484365', 'gathered_ori_avg_reward_mean': '-0.12708336', 'gathered_ori_avg_reward_std': '0.13881730'} +2026-05-15 23:26:29.200 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:26:29.331 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:26:29.414 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:26:29.549 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 3.21s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-15 23:27:42.721 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_0/index_467_seed_12323_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:27:49.374 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:28:20.537 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:28:20.560 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:28:20.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.35s/it][01:07<00:00, 3.28s/it] +100%|██████████| 20/20 [01:07<00:00, 3.35s/it] +2026-05-15 23:29:34.248 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000274/group_0/index_467_seed_12324_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 23:29:39.205 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:30:06.520 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:30:10.774 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:30:10.946 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 23:30:12.328 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.86s/it] +2026-05-15 23:32:23.221 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.81s (2.18min) +2026-05-15 23:32:24.256 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:34:32.450 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 274: training: 50%|█████ | 1/2 [03:43<03:43, 223.06s/it] 2026-05-15 23:42:00.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 275, train_steps: 11000 +Global Step 274: training: 100%|██████████| 2/2 [07:27<00:00, 223.87s/it]0, 10.97s/it] +2026-05-15 23:42:01.438 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 275 train_steps 11000 {'step': '275/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-08', 'grad_norm': '0.00424872', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '354.99737549', 'grpo_loop_time': '448.09982300', 'ref_model_time': '130.81423950', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87060648', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12938164', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.526e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-08', 'kl_loss': '0.00814967', 'kl_moving': '0.00814968', 'kl_stepwise': '-1.839e-08', 'gathered_avg_reward_mean': '-0.12938164', 'gathered_avg_reward_std': '0.11045896', 'gathered_vlm_logprob_reward_mean': '-0.12938163', 'gathered_vlm_logprob_reward_std': '0.11045895', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12938163', 'gathered_vlm_token_credit_reward_std': '0.11045895', 'gathered_vlm_yes_no_margin_reward_mean': '3.44999981', 'gathered_vlm_yes_no_margin_reward_std': '1.03886390', 'gathered_vlm_yes_ratio_reward_mean': '0.95937496', 'gathered_vlm_yes_ratio_reward_std': '0.08046497', 'gathered_ori_avg_reward_mean': '-0.12938163', 'gathered_ori_avg_reward_std': '0.11045895'} +2026-05-15 23:42:01.633 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:42:01.778 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:42:01.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:42:01.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.12s/it][01:02<00:00, 3.11s/it] +100%|██████████| 20/20 [01:02<00:00, 3.12s/it] +2026-05-15 23:43:12.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_0/index_1779_seed_23101_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:43:17.475 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:43:44.884 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:43:44.901 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:43:44.902 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:12, 3.60s/it][01:12<00:00, 3.15s/it] +100%|██████████| 20/20 [01:12<00:00, 3.60s/it] +2026-05-15 23:45:03.541 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000275/group_0/index_1779_seed_23102_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-15 23:45:09.832 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:45:37.792 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:45:40.383 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-15 23:45:40.397 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-15 23:45:41.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.38s/it] +2026-05-15 23:47:51.717 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.69s (2.16min) +2026-05-15 23:47:52.828 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-15 23:50:06.105 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 275: training: 50%|█████ | 1/2 [03:41<03:41, 221.99s/it] 2026-05-15 23:57:33.831 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 276, train_steps: 11040 +Global Step 275: training: 100%|██████████| 2/2 [07:27<00:00, 223.77s/it]0, 10.98s/it] +2026-05-15 23:57:34.938 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 276 train_steps 11040 {'step': '276/10000', 'learning_rate': '0.00001000', 'loss': '-2.198e-07', 'grad_norm': '0.01293182', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '351.13034058', 'grpo_loop_time': '447.83816528', 'ref_model_time': '129.68649292', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85397875', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13774930', 'token_credit_video_advantage_mean': '1.322e-07', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.198e-07', 'kl_loss': '0.00910634', 'kl_moving': '0.00910634', 'kl_stepwise': '-1.895e-08', 'gathered_avg_reward_mean': '-0.13774931', 'gathered_avg_reward_std': '0.13896032', 'gathered_vlm_logprob_reward_mean': '-0.13774931', 'gathered_vlm_logprob_reward_std': '0.13896032', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13774931', 'gathered_vlm_token_credit_reward_std': '0.13896032', 'gathered_vlm_yes_no_margin_reward_mean': '3.27226543', 'gathered_vlm_yes_no_margin_reward_std': '0.74777162', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.11659224', 'gathered_ori_avg_reward_mean': '-0.13774931', 'gathered_ori_avg_reward_std': '0.13896032'} +2026-05-15 23:57:35.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-15 23:57:35.480 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-15 23:57:35.571 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:57:35.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.19s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-15 23:58:47.786 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_0/index_6722_seed_22497_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-15 23:58:55.710 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-15 23:59:21.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-15 23:59:21.492 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-15 23:59:21.493 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.37s/it][01:07<00:00, 3.25s/it] +100%|██████████| 20/20 [01:07<00:00, 3.37s/it] +2026-05-16 00:00:35.500 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000276/group_0/index_6722_seed_22498_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:00:40.462 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:01:07.673 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:01:13.358 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:01:13.536 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:01:14.822 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.82s/it] +2026-05-16 00:03:27.886 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.95s (2.22min) +2026-05-16 00:03:28.959 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:05:41.395 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 276: training: 50%|█████ | 1/2 [03:44<03:44, 224.89s/it] 2026-05-16 00:13:10.319 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 277, train_steps: 11080 +Global Step 276: training: 100%|██████████| 2/2 [07:28<00:00, 224.37s/it]1, 11.06s/it] +2026-05-16 00:13:11.368 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 277 train_steps 11080 {'step': '277/10000', 'learning_rate': '0.00001000', 'loss': '4.238e-08', 'grad_norm': '0.00474689', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.56030273', 'grpo_loop_time': '449.02761841', 'ref_model_time': '132.95372009', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87311673', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.12940919', 'token_credit_video_advantage_mean': '-3.539e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.238e-08', 'kl_loss': '0.00880470', 'kl_moving': '0.00880470', 'kl_stepwise': '-1.913e-08', 'gathered_avg_reward_mean': '-0.12940921', 'gathered_avg_reward_std': '0.13272828', 'gathered_vlm_logprob_reward_mean': '-0.12940921', 'gathered_vlm_logprob_reward_std': '0.13272829', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.12940921', 'gathered_vlm_token_credit_reward_std': '0.13272829', 'gathered_vlm_yes_no_margin_reward_mean': '3.23203135', 'gathered_vlm_yes_no_margin_reward_std': '0.94930553', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.10453580', 'gathered_ori_avg_reward_mean': '-0.12940921', 'gathered_ori_avg_reward_std': '0.13272829'} +2026-05-16 00:13:11.601 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 00:13:11.729 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:13:11.805 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:13:11.913 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.22s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-16 00:14:24.026 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_0/index_4742_seed_14698_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 00:14:32.056 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:15:02.641 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:15:02.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:15:02.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.44s/it][01:08<00:00, 3.46s/it] +100%|██████████| 20/20 [01:08<00:00, 3.44s/it] +2026-05-16 00:16:18.411 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000277/group_0/index_4742_seed_14699_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:16:24.877 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:16:52.498 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:16:55.404 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:16:55.591 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:16:56.862 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:44<00:00, 52.50s/it] +2026-05-16 00:19:09.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 132.21s (2.20min) +2026-05-16 00:19:10.354 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:21:21.397 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 277: training: 50%|█████ | 1/2 [03:41<03:41, 221.41s/it] 2026-05-16 00:28:48.814 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 278, train_steps: 11120 +Global Step 277: training: 100%|██████████| 2/2 [07:27<00:00, 223.65s/it]1, 11.08s/it] +2026-05-16 00:28:49.912 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 278 train_steps 11120 {'step': '278/10000', 'learning_rate': '0.00001000', 'loss': '6.706e-08', 'grad_norm': '0.00533386', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '358.68634033', 'grpo_loop_time': '447.55664062', 'ref_model_time': '132.21446228', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84663010', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14157315', 'token_credit_video_advantage_mean': '-4.191e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.471e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.333e-08', 'kl_loss': '0.00944880', 'kl_moving': '0.00944881', 'kl_stepwise': '-1.942e-08', 'gathered_avg_reward_mean': '-0.14157315', 'gathered_avg_reward_std': '0.14196947', 'gathered_vlm_logprob_reward_mean': '-0.14157315', 'gathered_vlm_logprob_reward_std': '0.14196946', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14157315', 'gathered_vlm_token_credit_reward_std': '0.14196946', 'gathered_vlm_yes_no_margin_reward_mean': '3.01523423', 'gathered_vlm_yes_no_margin_reward_std': '0.76179039', 'gathered_vlm_yes_ratio_reward_mean': '0.94062495', 'gathered_vlm_yes_ratio_reward_std': '0.10416145', 'gathered_ori_avg_reward_mean': '-0.14157315', 'gathered_ori_avg_reward_std': '0.14196946'} +2026-05-16 00:28:50.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 00:28:50.220 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:28:50.309 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:28:50.382 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.26s/it][01:05<00:00, 3.12s/it] +100%|██████████| 20/20 [01:05<00:00, 3.26s/it] +2026-05-16 00:30:03.692 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_0/index_7951_seed_8134_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 00:30:10.679 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:30:39.724 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:30:39.754 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:30:39.774 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.28s/it][01:05<00:00, 3.30s/it] +100%|██████████| 20/20 [01:05<00:00, 3.28s/it] +2026-05-16 00:31:51.930 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000278/group_0/index_7951_seed_8135_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:31:59.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:32:26.608 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:32:35.461 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:32:35.621 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:32:36.953 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.68s/it] +2026-05-16 00:34:54.816 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 137.56s (2.29min) +2026-05-16 00:34:55.817 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:37:07.015 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 278: training: 50%|█████ | 1/2 [03:39<03:39, 219.12s/it] 2026-05-16 00:44:27.971 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 279, train_steps: 11160 +Global Step 278: training: 100%|██████████| 2/2 [07:20<00:00, 220.36s/it]0, 10.93s/it] +2026-05-16 00:44:28.855 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 279 train_steps 11160 {'step': '279/10000', 'learning_rate': '0.00001000', 'loss': '-1.397e-09', 'grad_norm': '0.00641934', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '365.64489746', 'grpo_loop_time': '440.83197021', 'ref_model_time': '137.55758667', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86543840', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10191645', 'token_credit_video_advantage_mean': '4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-09', 'kl_loss': '0.00935753', 'kl_moving': '0.00935753', 'kl_stepwise': '-1.980e-08', 'gathered_avg_reward_mean': '-0.10191645', 'gathered_avg_reward_std': '0.10350222', 'gathered_vlm_logprob_reward_mean': '-0.10191645', 'gathered_vlm_logprob_reward_std': '0.10350222', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10191645', 'gathered_vlm_token_credit_reward_std': '0.10350222', 'gathered_vlm_yes_no_margin_reward_mean': '3.58046889', 'gathered_vlm_yes_no_margin_reward_std': '0.92606014', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.09051719', 'gathered_ori_avg_reward_mean': '-0.10191645', 'gathered_ori_avg_reward_std': '0.10350222'} +2026-05-16 00:44:29.031 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 00:44:29.168 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 00:44:29.218 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:44:29.327 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.06s/it][01:01<00:00, 3.10s/it] +100%|██████████| 20/20 [01:01<00:00, 3.06s/it] +2026-05-16 00:45:38.618 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_0/index_2379_seed_1898_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 00:45:46.870 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:46:14.297 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:46:14.306 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 00:46:14.307 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 3.03s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-16 00:47:24.680 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000279/group_0/index_2379_seed_1899_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 00:47:31.032 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 00:47:57.119 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 00:48:02.567 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 00:48:02.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 00:48:04.021 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.96s/it] +2026-05-16 00:50:11.627 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.58s (2.13min) +2026-05-16 00:50:12.465 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 00:52:19.106 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 279: training: 50%|█████ | 1/2 [03:35<03:35, 215.95s/it] 2026-05-16 00:59:35.892 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 280, train_steps: 11200 +Global Step 279: training: 100%|██████████| 2/2 [07:16<00:00, 218.32s/it]0, 10.77s/it] +2026-05-16 00:59:36.614 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 280 train_steps 11200 {'step': '280/10000', 'learning_rate': '0.00001000', 'loss': '7.171e-08', 'grad_norm': '0.00360040', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '343.38391113', 'grpo_loop_time': '436.66018677', 'ref_model_time': '127.57588959', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87917358', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11544772', 'token_credit_video_advantage_mean': '-4.377e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.405e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.799e-08', 'kl_loss': '0.00884735', 'kl_moving': '0.00884735', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '-0.11544774', 'gathered_avg_reward_std': '0.18730822', 'gathered_vlm_logprob_reward_mean': '-0.11544773', 'gathered_vlm_logprob_reward_std': '0.18730822', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11544773', 'gathered_vlm_token_credit_reward_std': '0.18730822', 'gathered_vlm_yes_no_margin_reward_mean': '3.62851548', 'gathered_vlm_yes_no_margin_reward_std': '0.84723657', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.08076781', 'gathered_ori_avg_reward_mean': '-0.11544773', 'gathered_ori_avg_reward_std': '0.18730822'} +2026-05-16 01:00:37.483 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0) +2026-05-16 01:00:39.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:00:39.603 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:00:39.629 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:00:39.720 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.05s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-16 01:01:50.942 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_0/index_7408_seed_31574_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:01:58.758 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:02:26.160 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:02:26.168 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:02:26.169 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.11s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-16 01:03:36.545 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000280/group_0/index_7408_seed_31575_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:03:43.253 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:04:11.128 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:04:13.092 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:04:13.110 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:04:14.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.29s/it] +2026-05-16 01:06:22.904 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.32s (2.14min) +2026-05-16 01:06:23.839 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:08:27.668 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 280: training: 50%|█████ | 1/2 [03:38<03:38, 218.83s/it] 2026-05-16 01:15:48.552 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 281, train_steps: 11240 +Global Step 280: training: 100%|██████████| 2/2 [07:20<00:00, 220.37s/it]0, 10.84s/it] +2026-05-16 01:15:49.284 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 281 train_steps 11240 {'step': '281/10000', 'learning_rate': '0.00001000', 'loss': '3.865e-08', 'grad_norm': '0.00535542', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.27023315', 'grpo_loop_time': '440.73217773', 'ref_model_time': '128.32278442', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86483383', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08457140', 'token_credit_video_advantage_mean': '-4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.403e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.865e-08', 'kl_loss': '0.00842569', 'kl_moving': '0.00842570', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '-0.08457139', 'gathered_avg_reward_std': '0.08118504', 'gathered_vlm_logprob_reward_mean': '-0.08457139', 'gathered_vlm_logprob_reward_std': '0.08118504', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08457139', 'gathered_vlm_token_credit_reward_std': '0.08118504', 'gathered_vlm_yes_no_margin_reward_mean': '3.78164053', 'gathered_vlm_yes_no_margin_reward_std': '0.73087919', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261845', 'gathered_ori_avg_reward_mean': '-0.08457139', 'gathered_ori_avg_reward_std': '0.08118504'} +2026-05-16 01:15:49.385 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:15:49.516 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:15:49.535 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:15:49.565 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.07s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.07s/it] +2026-05-16 01:16:59.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_0/index_5970_seed_1332_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:17:04.293 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:17:31.492 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:17:31.505 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:17:31.506 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 3.02s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-16 01:18:43.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000281/group_0/index_5970_seed_1333_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:18:51.439 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:19:18.851 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:19:19.054 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:19:19.068 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:19:20.524 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.62s/it] +2026-05-16 01:21:26.858 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.33s (2.11min) +2026-05-16 01:21:27.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:23:33.370 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 281: training: 50%|█████ | 1/2 [03:36<03:36, 216.28s/it] 2026-05-16 01:30:50.526 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 282, train_steps: 11280 +Global Step 281: training: 100%|██████████| 2/2 [07:17<00:00, 218.52s/it]0, 10.82s/it] +2026-05-16 01:30:51.311 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 282 train_steps 11280 {'step': '282/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-08', 'grad_norm': '0.00722018', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '338.43038940', 'grpo_loop_time': '437.04296875', 'ref_model_time': '126.33158875', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85013175', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.14412209', 'token_credit_video_advantage_mean': '1.537e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-08', 'kl_loss': '0.00824485', 'kl_moving': '0.00824485', 'kl_stepwise': '-1.837e-08', 'gathered_avg_reward_mean': '-0.14412208', 'gathered_avg_reward_std': '0.20352453', 'gathered_vlm_logprob_reward_mean': '-0.14412208', 'gathered_vlm_logprob_reward_std': '0.20352453', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.14412208', 'gathered_vlm_token_credit_reward_std': '0.20352453', 'gathered_vlm_yes_no_margin_reward_mean': '3.50976562', 'gathered_vlm_yes_no_margin_reward_std': '1.23253906', 'gathered_vlm_yes_ratio_reward_mean': '0.94687498', 'gathered_vlm_yes_ratio_reward_std': '0.09514586', 'gathered_ori_avg_reward_mean': '-0.14412208', 'gathered_ori_avg_reward_std': '0.20352453'} +2026-05-16 01:30:51.395 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:30:51.536 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:30:51.577 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:30:51.595 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.04s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-16 01:32:02.099 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_0/index_4668_seed_13690_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:32:09.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:32:37.703 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:32:37.712 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:32:37.713 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.16s/it][01:03<00:00, 3.06s/it] +100%|██████████| 20/20 [01:03<00:00, 3.16s/it] +2026-05-16 01:33:47.731 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000282/group_0/index_4668_seed_13691_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:33:55.684 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:34:22.598 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:34:22.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:34:22.622 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:34:24.097 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.84s/it] +2026-05-16 01:36:34.548 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.39s (2.17min) +2026-05-16 01:36:35.587 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:38:39.721 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 282: training: 50%|█████ | 1/2 [03:36<03:36, 216.82s/it] 2026-05-16 01:45:57.940 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 283, train_steps: 11320 +Global Step 282: training: 100%|██████████| 2/2 [07:18<00:00, 219.03s/it]0, 10.80s/it] +2026-05-16 01:45:58.653 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 283 train_steps 11320 {'step': '283/10000', 'learning_rate': '0.00001000', 'loss': '1.071e-08', 'grad_norm': '0.00459861', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.13653564', 'grpo_loop_time': '438.07269287', 'ref_model_time': '130.39224243', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87071997', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10456257', 'token_credit_video_advantage_mean': '8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.122e-09', 'kl_loss': '0.00838769', 'kl_moving': '0.00838769', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '-0.10456257', 'gathered_avg_reward_std': '0.09473918', 'gathered_vlm_logprob_reward_mean': '-0.10456257', 'gathered_vlm_logprob_reward_std': '0.09473918', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10456257', 'gathered_vlm_token_credit_reward_std': '0.09473918', 'gathered_vlm_yes_no_margin_reward_mean': '3.56679678', 'gathered_vlm_yes_no_margin_reward_std': '0.90684307', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046495', 'gathered_ori_avg_reward_mean': '-0.10456257', 'gathered_ori_avg_reward_std': '0.09473918'} +2026-05-16 01:45:58.779 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 01:45:58.895 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 01:45:58.950 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:45:58.986 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 3.00s/it][00:59<00:00, 2.98s/it] +100%|██████████| 20/20 [00:59<00:00, 3.00s/it] +2026-05-16 01:47:06.622 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_0/index_9975_seed_1463_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 01:47:14.138 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:47:40.547 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:47:40.554 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 01:47:40.555 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.43s/it][01:08<00:00, 2.97s/it] +100%|██████████| 20/20 [01:08<00:00, 3.43s/it] +2026-05-16 01:48:55.802 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000283/group_0/index_9975_seed_1464_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 01:49:03.388 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 01:49:27.294 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 01:49:27.753 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 01:49:27.773 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 01:49:28.970 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.35s/it] +2026-05-16 01:51:38.047 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.94s (2.15min) +2026-05-16 01:51:38.972 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 01:53:42.535 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 283: training: 50%|█████ | 1/2 [03:37<03:37, 217.32s/it] 2026-05-16 02:01:01.442 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 284, train_steps: 11360 +Global Step 283: training: 100%|██████████| 2/2 [07:18<00:00, 219.38s/it]0, 10.85s/it] +2026-05-16 02:01:02.111 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 284 train_steps 11360 {'step': '284/10000', 'learning_rate': '0.00001000', 'loss': '-4.284e-08', 'grad_norm': '0.00426140', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '340.12884521', 'grpo_loop_time': '438.76882935', 'ref_model_time': '128.94378662', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86563498', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11952472', 'token_credit_video_advantage_mean': '3.399e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.284e-08', 'kl_loss': '0.00837819', 'kl_moving': '0.00837819', 'kl_stepwise': '-1.930e-08', 'gathered_avg_reward_mean': '-0.11952472', 'gathered_avg_reward_std': '0.11192797', 'gathered_vlm_logprob_reward_mean': '-0.11952472', 'gathered_vlm_logprob_reward_std': '0.11192797', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11952472', 'gathered_vlm_token_credit_reward_std': '0.11192797', 'gathered_vlm_yes_no_margin_reward_mean': '3.42773438', 'gathered_vlm_yes_no_margin_reward_std': '1.04955459', 'gathered_vlm_yes_ratio_reward_mean': '0.95000005', 'gathered_vlm_yes_ratio_reward_std': '0.11180339', 'gathered_ori_avg_reward_mean': '-0.11952472', 'gathered_ori_avg_reward_std': '0.11192797'} +2026-05-16 02:01:02.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:01:02.420 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:01:02.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:01:02.510 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.12s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-16 02:02:12.354 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_0/index_9340_seed_6470_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:02:17.616 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:02:44.621 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:02:44.640 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:02:44.641 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.44s/it][01:08<00:00, 3.03s/it] +100%|██████████| 20/20 [01:08<00:00, 3.44s/it] +2026-05-16 02:04:00.281 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000284/group_0/index_9340_seed_6471_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:04:06.508 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:04:35.592 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:04:36.532 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:04:36.552 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:04:38.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.87s/it] +2026-05-16 02:06:46.457 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.37s (2.14min) +2026-05-16 02:06:47.492 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:08:54.065 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 284: training: 50%|█████ | 1/2 [03:39<03:39, 219.32s/it] 2026-05-16 02:16:15.990 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 285, train_steps: 11400 +Global Step 284: training: 100%|██████████| 2/2 [07:21<00:00, 220.88s/it]0, 10.85s/it] +2026-05-16 02:16:16.708 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 285 train_steps 11400 {'step': '285/10000', 'learning_rate': '0.00001000', 'loss': '-3.539e-08', 'grad_norm': '0.00490700', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '345.14053345', 'grpo_loop_time': '441.76345825', 'ref_model_time': '128.37158203', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88641775', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10608922', 'token_credit_video_advantage_mean': '2.049e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.419e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.539e-08', 'kl_loss': '0.00818838', 'kl_moving': '0.00818838', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '-0.10608921', 'gathered_avg_reward_std': '0.08138019', 'gathered_vlm_logprob_reward_mean': '-0.10608922', 'gathered_vlm_logprob_reward_std': '0.08138020', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10608922', 'gathered_vlm_token_credit_reward_std': '0.08138020', 'gathered_vlm_yes_no_margin_reward_mean': '3.32304668', 'gathered_vlm_yes_no_margin_reward_std': '0.88159680', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.10608922', 'gathered_ori_avg_reward_std': '0.08138020'} +2026-05-16 02:16:16.823 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:16:16.959 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:16:16.984 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:16:17.018 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.04s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-16 02:17:28.951 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_0/index_5864_seed_32733_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:17:36.894 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:18:03.968 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:18:03.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:18:03.977 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.18s/it][01:03<00:00, 3.04s/it] +100%|██████████| 20/20 [01:03<00:00, 3.18s/it] +2026-05-16 02:19:14.733 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000285/group_0/index_5864_seed_32734_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:19:23.339 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:19:51.781 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:19:52.315 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:19:52.334 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:19:53.763 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.13s/it] +2026-05-16 02:22:04.016 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.24s (2.17min) +2026-05-16 02:22:04.915 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:24:11.257 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 285: training: 50%|█████ | 1/2 [03:35<03:35, 215.97s/it] 2026-05-16 02:31:30.269 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 286, train_steps: 11440 +Global Step 285: training: 100%|██████████| 2/2 [07:18<00:00, 219.42s/it]0, 10.93s/it] +2026-05-16 02:31:31.040 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 286 train_steps 11440 {'step': '286/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-08', 'grad_norm': '0.00705596', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '348.02822876', 'grpo_loop_time': '438.87155151', 'ref_model_time': '130.23822021', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86896628', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09044500', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.430e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-08', 'kl_loss': '0.00965247', 'kl_moving': '0.00965247', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '-0.09044500', 'gathered_avg_reward_std': '0.05943624', 'gathered_vlm_logprob_reward_mean': '-0.09044500', 'gathered_vlm_logprob_reward_std': '0.05943624', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09044500', 'gathered_vlm_token_credit_reward_std': '0.05943624', 'gathered_vlm_yes_no_margin_reward_mean': '3.39335942', 'gathered_vlm_yes_no_margin_reward_std': '0.77579653', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.09044500', 'gathered_ori_avg_reward_std': '0.05943624'} +2026-05-16 02:31:31.193 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:31:31.329 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:31:31.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:31:31.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.07s/it][01:01<00:00, 3.03s/it] +100%|██████████| 20/20 [01:01<00:00, 3.07s/it] +2026-05-16 02:32:41.380 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_0/index_526_seed_28932_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:32:47.859 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:33:15.233 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:33:15.244 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:33:15.245 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.02s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-16 02:34:26.267 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000286/group_0/index_526_seed_28933_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:34:31.084 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:34:57.313 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:35:05.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:35:05.474 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:35:06.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:42<00:00, 51.02s/it] +2026-05-16 02:37:17.746 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.74s (2.18min) +2026-05-16 02:37:18.716 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:39:22.674 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 286: training: 50%|█████ | 1/2 [03:35<03:35, 215.07s/it] 2026-05-16 02:46:40.364 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 287, train_steps: 11480 +Global Step 286: training: 100%|██████████| 2/2 [07:17<00:00, 218.81s/it]0, 10.88s/it] +2026-05-16 02:46:41.057 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 287 train_steps 11480 {'step': '287/10000', 'learning_rate': '0.00001000', 'loss': '-8.009e-08', 'grad_norm': '0.00859993', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.46365356', 'grpo_loop_time': '437.62158203', 'ref_model_time': '130.73776245', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86153144', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.11532518', 'token_credit_video_advantage_mean': '5.774e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-08', 'kl_loss': '0.00966678', 'kl_moving': '0.00966678', 'kl_stepwise': '-1.995e-08', 'gathered_avg_reward_mean': '-0.11532518', 'gathered_avg_reward_std': '0.10821731', 'gathered_vlm_logprob_reward_mean': '-0.11532518', 'gathered_vlm_logprob_reward_std': '0.10821731', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.11532518', 'gathered_vlm_token_credit_reward_std': '0.10821731', 'gathered_vlm_yes_no_margin_reward_mean': '3.34609365', 'gathered_vlm_yes_no_margin_reward_std': '0.88796443', 'gathered_vlm_yes_ratio_reward_mean': '0.95312500', 'gathered_vlm_yes_ratio_reward_std': '0.09180270', 'gathered_ori_avg_reward_mean': '-0.11532518', 'gathered_ori_avg_reward_std': '0.10821731'} +2026-05-16 02:46:41.257 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 02:46:41.390 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 02:46:41.409 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:46:41.440 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.03s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-16 02:47:52.388 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_0/index_3313_seed_16288_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 02:48:00.068 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:48:28.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:48:28.703 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 02:48:28.704 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:07, 3.38s/it][01:07<00:00, 3.08s/it] +100%|██████████| 20/20 [01:07<00:00, 3.38s/it] +2026-05-16 02:49:43.006 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000287/group_0/index_3313_seed_16289_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 02:49:50.756 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 02:50:17.888 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 02:50:18.423 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 02:50:18.439 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 02:50:19.653 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.95s/it] +2026-05-16 02:52:26.738 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.90s (2.12min) +2026-05-16 02:52:27.619 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 02:54:31.388 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 287: training: 50%|█████ | 1/2 [03:38<03:38, 218.37s/it] 2026-05-16 03:01:52.316 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 288, train_steps: 11520 +Global Step 287: training: 100%|██████████| 2/2 [07:20<00:00, 220.40s/it]0, 10.83s/it] +2026-05-16 03:01:53.012 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 288 train_steps 11520 {'step': '288/10000', 'learning_rate': '0.00001000', 'loss': '-4.284e-08', 'grad_norm': '0.00413197', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '346.30154419', 'grpo_loop_time': '440.80078125', 'ref_model_time': '126.90343475', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85278094', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09756872', 'token_credit_video_advantage_mean': '3.073e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.432e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.284e-08', 'kl_loss': '0.00919308', 'kl_moving': '0.00919308', 'kl_stepwise': '-1.983e-08', 'gathered_avg_reward_mean': '-0.09756873', 'gathered_avg_reward_std': '0.08888450', 'gathered_vlm_logprob_reward_mean': '-0.09756872', 'gathered_vlm_logprob_reward_std': '0.08888450', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09756872', 'gathered_vlm_token_credit_reward_std': '0.08888450', 'gathered_vlm_yes_no_margin_reward_mean': '3.47695303', 'gathered_vlm_yes_no_margin_reward_std': '0.72824311', 'gathered_vlm_yes_ratio_reward_mean': '0.96562505', 'gathered_vlm_yes_ratio_reward_std': '0.09051717', 'gathered_ori_avg_reward_mean': '-0.09756872', 'gathered_ori_avg_reward_std': '0.08888450'} +2026-05-16 03:01:53.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:01:53.279 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:01:53.324 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:01:53.394 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.08s/it][01:01<00:00, 3.05s/it] +100%|██████████| 20/20 [01:01<00:00, 3.08s/it] +2026-05-16 03:03:03.442 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_0/index_4172_seed_32132_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:03:09.991 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:03:39.966 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:03:39.976 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:03:39.978 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 3.14s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-16 03:04:51.297 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000288/group_0/index_4172_seed_32133_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:04:59.301 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:05:29.674 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:05:30.286 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:05:30.305 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:05:31.771 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.88s/it] +2026-05-16 03:07:40.293 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:07:41.209 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:09:46.390 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 288: training: 50%|█████ | 1/2 [03:39<03:39, 219.75s/it] 2026-05-16 03:17:08.201 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 289, train_steps: 11560 +Global Step 288: training: 100%|██████████| 2/2 [07:21<00:00, 220.83s/it]0, 10.81s/it] +2026-05-16 03:17:08.961 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 289 train_steps 11560 {'step': '289/10000', 'learning_rate': '0.00001000', 'loss': '6.659e-08', 'grad_norm': '0.00469346', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.99880981', 'grpo_loop_time': '441.65493774', 'ref_model_time': '128.42170715', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85600853', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13821426', 'token_credit_video_advantage_mean': '-4.121e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.461e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.566e-08', 'kl_loss': '0.00890207', 'kl_moving': '0.00890207', 'kl_stepwise': '-2.022e-08', 'gathered_avg_reward_mean': '-0.13821426', 'gathered_avg_reward_std': '0.12921906', 'gathered_vlm_logprob_reward_mean': '-0.13821426', 'gathered_vlm_logprob_reward_std': '0.12921906', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13821426', 'gathered_vlm_token_credit_reward_std': '0.12921906', 'gathered_vlm_yes_no_margin_reward_mean': '3.52343750', 'gathered_vlm_yes_no_margin_reward_std': '0.90015054', 'gathered_vlm_yes_ratio_reward_mean': '0.91562498', 'gathered_vlm_yes_ratio_reward_std': '0.11621471', 'gathered_ori_avg_reward_mean': '-0.13821426', 'gathered_ori_avg_reward_std': '0.12921906'} +2026-05-16 03:17:09.126 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:17:09.261 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:17:09.289 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:17:09.339 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.26s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-16 03:18:20.201 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_0/index_8860_seed_2783_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:18:26.022 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:18:53.026 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:18:53.035 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:18:53.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.04s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-16 03:20:04.239 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000289/group_0/index_8860_seed_2784_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:20:10.533 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:20:39.188 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:20:40.954 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:20:40.973 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:20:42.445 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.25s/it] +2026-05-16 03:22:50.908 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.42s (2.14min) +2026-05-16 03:22:51.825 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:25:00.121 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 289: training: 50%|█████ | 1/2 [03:36<03:36, 216.54s/it] 2026-05-16 03:32:18.853 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 290, train_steps: 11600 +Global Step 289: training: 100%|██████████| 2/2 [07:18<00:00, 219.29s/it]0, 10.84s/it] +2026-05-16 03:32:19.613 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 290 train_steps 11600 {'step': '290/10000', 'learning_rate': '0.00001000', 'loss': '6.647e-08', 'grad_norm': '0.00511517', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '342.63598633', 'grpo_loop_time': '438.58432007', 'ref_model_time': '128.42462158', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88246214', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.15429224', 'token_credit_video_advantage_mean': '-5.984e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.624e-08', 'kl_loss': '0.00901873', 'kl_moving': '0.00901873', 'kl_stepwise': '-1.957e-08', 'gathered_avg_reward_mean': '-0.15429223', 'gathered_avg_reward_std': '0.11637484', 'gathered_vlm_logprob_reward_mean': '-0.15429223', 'gathered_vlm_logprob_reward_std': '0.11637484', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.15429223', 'gathered_vlm_token_credit_reward_std': '0.11637484', 'gathered_vlm_yes_no_margin_reward_mean': '3.12812495', 'gathered_vlm_yes_no_margin_reward_std': '0.89971244', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09270249', 'gathered_ori_avg_reward_mean': '-0.15429223', 'gathered_ori_avg_reward_std': '0.11637484'} +2026-05-16 03:33:21.314 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0) +2026-05-16 03:33:27.103 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:33:27.225 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:33:27.317 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:33:27.482 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:05, 3.30s/it][01:05<00:00, 3.37s/it] +100%|██████████| 20/20 [01:06<00:00, 3.30s/it] +2026-05-16 03:34:42.939 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_0/index_7719_seed_23775_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:34:51.631 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:35:19.651 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:35:19.659 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:35:19.660 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 3.09s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-16 03:36:31.148 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000290/group_0/index_7719_seed_23776_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:36:37.743 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:37:06.180 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:37:07.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:37:07.909 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:37:09.437 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.90s/it] +2026-05-16 03:39:16.689 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.23s (2.12min) +2026-05-16 03:39:17.601 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:41:24.782 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 290: training: 50%|█████ | 1/2 [03:35<03:35, 215.89s/it] 2026-05-16 03:48:42.724 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 291, train_steps: 11640 +Global Step 290: training: 100%|██████████| 2/2 [07:17<00:00, 218.90s/it]0, 10.83s/it] +2026-05-16 03:48:43.407 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 291 train_steps 11640 {'step': '291/10000', 'learning_rate': '0.00001000', 'loss': '-2.468e-08', 'grad_norm': '0.00575460', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '350.44046021', 'grpo_loop_time': '437.79882812', 'ref_model_time': '127.23000336', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85910380', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.13041350', 'token_credit_video_advantage_mean': '1.839e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.451e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.468e-08', 'kl_loss': '0.00832236', 'kl_moving': '0.00832236', 'kl_stepwise': '-1.910e-08', 'gathered_avg_reward_mean': '-0.13041350', 'gathered_avg_reward_std': '0.09047426', 'gathered_vlm_logprob_reward_mean': '-0.13041350', 'gathered_vlm_logprob_reward_std': '0.09047426', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.13041350', 'gathered_vlm_token_credit_reward_std': '0.09047426', 'gathered_vlm_yes_no_margin_reward_mean': '3.08867168', 'gathered_vlm_yes_no_margin_reward_std': '0.66695040', 'gathered_vlm_yes_ratio_reward_mean': '0.95937502', 'gathered_vlm_yes_ratio_reward_std': '0.08046496', 'gathered_ori_avg_reward_mean': '-0.13041350', 'gathered_ori_avg_reward_std': '0.09047426'} +2026-05-16 03:48:43.562 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 03:48:43.693 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 03:48:43.728 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:48:43.755 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.19s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-16 03:49:55.362 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_0/index_3072_seed_2586_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 03:50:01.325 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:50:29.281 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:50:29.290 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 03:50:29.291 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:06, 3.32s/it][01:06<00:00, 3.07s/it] +100%|██████████| 20/20 [01:06<00:00, 3.32s/it] +2026-05-16 03:51:43.210 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000291/group_0/index_3072_seed_2587_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 03:51:48.226 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 03:52:15.836 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 03:52:19.582 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 03:52:19.607 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 03:52:20.963 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.60s/it] +2026-05-16 03:54:27.575 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.49s (2.11min) +2026-05-16 03:54:28.477 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 03:56:33.338 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 291: training: 50%|█████ | 1/2 [03:35<03:35, 215.68s/it] 2026-05-16 04:03:51.283 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 292, train_steps: 11680 +Global Step 291: training: 100%|██████████| 2/2 [07:17<00:00, 218.89s/it]0, 10.82s/it] +2026-05-16 04:03:52.094 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 292 train_steps 11680 {'step': '292/10000', 'learning_rate': '0.00001000', 'loss': '2.608e-08', 'grad_norm': '0.00637717', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.85415649', 'grpo_loop_time': '437.81030273', 'ref_model_time': '126.48991394', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87034243', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09741846', 'token_credit_video_advantage_mean': '-1.956e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.608e-08', 'kl_loss': '0.00916881', 'kl_moving': '0.00916882', 'kl_stepwise': '-2.029e-08', 'gathered_avg_reward_mean': '-0.09741846', 'gathered_avg_reward_std': '0.08271742', 'gathered_vlm_logprob_reward_mean': '-0.09741846', 'gathered_vlm_logprob_reward_std': '0.08271742', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09741846', 'gathered_vlm_token_credit_reward_std': '0.08271742', 'gathered_vlm_yes_no_margin_reward_mean': '3.53632784', 'gathered_vlm_yes_no_margin_reward_std': '0.82908475', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09741846', 'gathered_ori_avg_reward_std': '0.08271742'} +2026-05-16 04:03:52.173 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:03:52.307 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:03:52.342 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:03:52.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.13s/it][01:02<00:00, 3.04s/it] +100%|██████████| 20/20 [01:02<00:00, 3.13s/it] +2026-05-16 04:05:03.363 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_0/index_9710_seed_29807_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:05:11.587 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:05:38.354 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:05:38.365 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:05:38.366 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.10s/it][01:02<00:00, 3.03s/it] +100%|██████████| 20/20 [01:02<00:00, 3.10s/it] +2026-05-16 04:06:47.551 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000292/group_0/index_9710_seed_29808_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:06:55.665 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:07:22.961 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:07:22.971 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:07:22.988 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:07:24.494 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.19s/it] +2026-05-16 04:09:35.447 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 130.90s (2.18min) +2026-05-16 04:09:36.281 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:11:40.850 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 292: training: 50%|█████ | 1/2 [03:39<03:39, 219.75s/it] 2026-05-16 04:19:02.753 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 293, train_steps: 11720 +Global Step 292: training: 100%|██████████| 2/2 [07:21<00:00, 220.87s/it]0, 10.83s/it] +2026-05-16 04:19:03.510 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 293 train_steps 11720 {'step': '293/10000', 'learning_rate': '0.00001000', 'loss': '-5.402e-08', 'grad_norm': '0.00534720', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.05105591', 'grpo_loop_time': '441.74816895', 'ref_model_time': '130.89753723', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85401577', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.23725951', 'token_credit_video_advantage_mean': '1.909e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.465e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.402e-08', 'kl_loss': '0.00892066', 'kl_moving': '0.00892066', 'kl_stepwise': '-1.937e-08', 'gathered_avg_reward_mean': '-0.23725951', 'gathered_avg_reward_std': '0.35411340', 'gathered_vlm_logprob_reward_mean': '-0.23725951', 'gathered_vlm_logprob_reward_std': '0.35411337', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.23725951', 'gathered_vlm_token_credit_reward_std': '0.35411337', 'gathered_vlm_yes_no_margin_reward_mean': '3.21367192', 'gathered_vlm_yes_no_margin_reward_std': '1.12999701', 'gathered_vlm_yes_ratio_reward_mean': '0.93750000', 'gathered_vlm_yes_ratio_reward_std': '0.09270249', 'gathered_ori_avg_reward_mean': '-0.23725951', 'gathered_ori_avg_reward_std': '0.35411337'} +2026-05-16 04:19:03.691 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:19:03.823 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:19:03.869 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:19:03.917 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.08s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-16 04:20:14.104 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_0/index_1173_seed_28053_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:20:21.685 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:20:50.109 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:20:50.117 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:20:50.118 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.19s/it][01:03<00:00, 3.09s/it] +100%|██████████| 20/20 [01:03<00:00, 3.19s/it] +2026-05-16 04:22:01.180 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000293/group_0/index_1173_seed_28054_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:22:09.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:22:37.450 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:22:37.458 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:22:37.478 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:22:39.175 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.70s/it] +2026-05-16 04:24:47.232 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.05s (2.13min) +2026-05-16 04:24:48.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:26:55.218 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 293: training: 50%|█████ | 1/2 [03:39<03:39, 219.00s/it] 2026-05-16 04:34:17.272 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 294, train_steps: 11760 +Global Step 293: training: 100%|██████████| 2/2 [07:21<00:00, 220.95s/it]0, 10.96s/it] +2026-05-16 04:34:18.022 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 294 train_steps 11760 {'step': '294/10000', 'learning_rate': '0.00001000', 'loss': '6.869e-08', 'grad_norm': '0.00508527', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '344.49841309', 'grpo_loop_time': '441.90927124', 'ref_model_time': '128.05462646', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90986937', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09578502', 'token_credit_video_advantage_mean': '-4.866e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.869e-08', 'kl_loss': '0.00834590', 'kl_moving': '0.00834590', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '-0.09578501', 'gathered_avg_reward_std': '0.10134434', 'gathered_vlm_logprob_reward_mean': '-0.09578501', 'gathered_vlm_logprob_reward_std': '0.10134434', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09578501', 'gathered_vlm_token_credit_reward_std': '0.10134434', 'gathered_vlm_yes_no_margin_reward_mean': '3.56445312', 'gathered_vlm_yes_no_margin_reward_std': '0.94801193', 'gathered_vlm_yes_ratio_reward_mean': '0.97187495', 'gathered_vlm_yes_ratio_reward_std': '0.06952687', 'gathered_ori_avg_reward_mean': '-0.09578501', 'gathered_ori_avg_reward_std': '0.10134434'} +2026-05-16 04:34:18.213 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:34:18.361 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:34:18.415 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:34:18.569 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.14s/it][01:02<00:00, 3.17s/it] +100%|██████████| 20/20 [01:02<00:00, 3.14s/it] +2026-05-16 04:35:29.835 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_0/index_9080_seed_18289_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:35:35.379 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:36:03.757 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:36:03.772 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:36:03.773 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:08, 3.41s/it][01:08<00:00, 3.13s/it] +100%|██████████| 20/20 [01:08<00:00, 3.41s/it] +2026-05-16 04:37:19.176 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000294/group_0/index_9080_seed_18290_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:37:24.617 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:37:52.036 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:37:54.894 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:37:54.910 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:37:56.423 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:43<00:00, 51.76s/it] +2026-05-16 04:40:05.074 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 128.63s (2.14min) +2026-05-16 04:40:05.984 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:42:11.951 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 294: training: 50%|█████ | 1/2 [03:36<03:36, 216.51s/it] 2026-05-16 04:49:29.761 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 295, train_steps: 11800 +Global Step 294: training: 100%|██████████| 2/2 [07:17<00:00, 218.87s/it]0, 10.88s/it] +2026-05-16 04:49:30.867 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 295 train_steps 11800 {'step': '295/10000', 'learning_rate': '0.00001000', 'loss': '-1.167e-07', 'grad_norm': '0.00441278', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '347.71520996', 'grpo_loop_time': '438.01840210', 'ref_model_time': '128.62857056', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90249163', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08914702', 'token_credit_video_advantage_mean': '6.100e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.458e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.167e-07', 'kl_loss': '0.00840978', 'kl_moving': '0.00840978', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '-0.08914702', 'gathered_avg_reward_std': '0.09739680', 'gathered_vlm_logprob_reward_mean': '-0.08914702', 'gathered_vlm_logprob_reward_std': '0.09739680', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08914702', 'gathered_vlm_token_credit_reward_std': '0.09739680', 'gathered_vlm_yes_no_margin_reward_mean': '3.68398428', 'gathered_vlm_yes_no_margin_reward_std': '0.96962023', 'gathered_vlm_yes_ratio_reward_mean': '0.97187501', 'gathered_vlm_yes_ratio_reward_std': '0.07799990', 'gathered_ori_avg_reward_mean': '-0.08914702', 'gathered_ori_avg_reward_std': '0.09739680'} +2026-05-16 04:49:31.036 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 04:49:31.158 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 04:49:31.179 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:49:31.214 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:01, 3.09s/it][01:01<00:00, 3.04s/it] +100%|██████████| 20/20 [01:01<00:00, 3.09s/it] +2026-05-16 04:50:41.695 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_0/index_8064_seed_13841_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 04:50:47.661 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:51:15.069 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:51:15.077 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 04:51:15.078 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.11s/it][01:02<00:00, 3.06s/it] +100%|██████████| 20/20 [01:02<00:00, 3.11s/it] +2026-05-16 04:52:24.042 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000295/group_0/index_8064_seed_13842_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 04:52:29.039 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 04:52:55.223 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 04:52:58.435 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 04:52:58.448 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 04:52:59.891 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:41<00:00, 50.75s/it] +2026-05-16 04:55:09.164 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 129.27s (2.15min) +2026-05-16 04:55:10.156 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 04:57:17.199 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 295: training: 50%|█████ | 1/2 [03:33<03:33, 213.02s/it] 2026-05-16 05:04:31.373 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 296, train_steps: 11840 +Global Step 295: training: 100%|██████████| 2/2 [07:14<00:00, 217.17s/it]0, 10.77s/it] +2026-05-16 05:04:32.305 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 296 train_steps 11840 {'step': '296/10000', 'learning_rate': '0.00001000', 'loss': '-3.353e-08', 'grad_norm': '0.00470314', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '339.06152344', 'grpo_loop_time': '434.34298706', 'ref_model_time': '129.27101135', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86897326', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08009419', 'token_credit_video_advantage_mean': '2.794e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.443e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.353e-08', 'kl_loss': '0.00896639', 'kl_moving': '0.00896640', 'kl_stepwise': '-1.995e-08', 'gathered_avg_reward_mean': '-0.08009418', 'gathered_avg_reward_std': '0.04339196', 'gathered_vlm_logprob_reward_mean': '-0.08009417', 'gathered_vlm_logprob_reward_std': '0.04339195', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08009417', 'gathered_vlm_token_credit_reward_std': '0.04339195', 'gathered_vlm_yes_no_margin_reward_mean': '3.46875000', 'gathered_vlm_yes_no_margin_reward_std': '0.56204838', 'gathered_vlm_yes_ratio_reward_mean': '0.99374998', 'gathered_vlm_yes_ratio_reward_std': '0.03479853', 'gathered_ori_avg_reward_mean': '-0.08009417', 'gathered_ori_avg_reward_std': '0.04339195'} +2026-05-16 05:04:32.456 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:04:32.580 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:04:32.611 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:04:32.664 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.99s/it][00:59<00:00, 2.98s/it] +100%|██████████| 20/20 [00:59<00:00, 2.99s/it] +2026-05-16 05:05:39.982 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_0/index_8894_seed_24509_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:05:44.029 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:06:08.237 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:06:08.249 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:06:08.250 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.22s/it][01:04<00:00, 2.96s/it] +100%|██████████| 20/20 [01:04<00:00, 3.22s/it] +2026-05-16 05:07:19.102 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000296/group_0/index_8894_seed_24510_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:07:25.108 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:07:51.841 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:07:51.849 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:07:51.862 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:07:53.495 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:40<00:00, 50.21s/it] +2026-05-16 05:10:00.372 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.88s (2.11min) +2026-05-16 05:10:01.355 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:12:03.592 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 296: training: 50%|█████ | 1/2 [03:34<03:34, 214.47s/it] 2026-05-16 05:19:15.929 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 297, train_steps: 11880 +Global Step 296: training: 100%|██████████| 2/2 [07:12<00:00, 216.09s/it]0, 10.66s/it] +2026-05-16 05:19:16.978 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 297 train_steps 11880 {'step': '297/10000', 'learning_rate': '0.00001000', 'loss': '-9.942e-08', 'grad_norm': '0.00486849', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.84051514', 'grpo_loop_time': '432.50180054', 'ref_model_time': '126.87495422', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88969225', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09371176', 'token_credit_video_advantage_mean': '6.938e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.390e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.031e-07', 'kl_loss': '0.00847330', 'kl_moving': '0.00847331', 'kl_stepwise': '-1.981e-08', 'gathered_avg_reward_mean': '-0.09371175', 'gathered_avg_reward_std': '0.09397998', 'gathered_vlm_logprob_reward_mean': '-0.09371176', 'gathered_vlm_logprob_reward_std': '0.09397998', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09371176', 'gathered_vlm_token_credit_reward_std': '0.09397998', 'gathered_vlm_yes_no_margin_reward_mean': '3.36953115', 'gathered_vlm_yes_no_margin_reward_std': '0.71803594', 'gathered_vlm_yes_ratio_reward_mean': '0.98437500', 'gathered_vlm_yes_ratio_reward_std': '0.05367363', 'gathered_ori_avg_reward_mean': '-0.09371176', 'gathered_ori_avg_reward_std': '0.09397998'} +2026-05-16 05:19:17.131 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:19:17.254 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:19:17.277 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:19:17.326 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.96s/it][00:59<00:00, 2.94s/it] +100%|██████████| 20/20 [00:59<00:00, 2.96s/it] +2026-05-16 05:20:24.431 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_0/index_1626_seed_24058_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:20:31.937 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:20:58.942 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:20:58.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:20:58.949 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:03, 3.17s/it][01:03<00:00, 3.01s/it] +100%|██████████| 20/20 [01:03<00:00, 3.17s/it] +2026-05-16 05:22:08.507 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000297/group_0/index_1626_seed_24059_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:22:15.660 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:22:38.640 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:22:45.127 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:22:45.140 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:22:46.222 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.91s/it] +2026-05-16 05:24:49.878 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.28s (2.05min) +2026-05-16 05:24:50.719 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:26:51.901 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 297: training: 50%|█████ | 1/2 [03:34<03:34, 214.25s/it] 2026-05-16 05:34:04.468 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 298, train_steps: 11920 +Global Step 297: training: 100%|██████████| 2/2 [07:12<00:00, 216.17s/it]0, 10.70s/it] +2026-05-16 05:34:05.065 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 298 train_steps 11920 {'step': '298/10000', 'learning_rate': '0.00001000', 'loss': '-9.965e-08', 'grad_norm': '0.00345358', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '333.53503418', 'grpo_loop_time': '432.35107422', 'ref_model_time': '123.27958679', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84360641', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.09689509', 'token_credit_video_advantage_mean': '5.495e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.965e-08', 'kl_loss': '0.00822056', 'kl_moving': '0.00822056', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '-0.09689508', 'gathered_avg_reward_std': '0.09725790', 'gathered_vlm_logprob_reward_mean': '-0.09689509', 'gathered_vlm_logprob_reward_std': '0.09725789', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.09689509', 'gathered_vlm_token_credit_reward_std': '0.09725789', 'gathered_vlm_yes_no_margin_reward_mean': '3.55781245', 'gathered_vlm_yes_no_margin_reward_std': '0.69394535', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.08332682', 'gathered_ori_avg_reward_mean': '-0.09689509', 'gathered_ori_avg_reward_std': '0.09725789'} +2026-05-16 05:34:05.209 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:34:05.291 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:34:05.352 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:34:05.404 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:59, 2.96s/it][00:59<00:00, 2.94s/it] +100%|██████████| 20/20 [00:59<00:00, 2.96s/it] +2026-05-16 05:35:11.859 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_0/index_9447_seed_29206_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:35:17.740 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:35:41.140 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:35:41.146 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:35:41.147 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:00, 3.01s/it][01:00<00:00, 2.89s/it] +100%|██████████| 20/20 [01:00<00:00, 3.01s/it] +2026-05-16 05:36:47.283 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000298/group_0/index_9447_seed_29207_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:36:51.971 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:37:16.522 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:37:18.137 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:37:18.152 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:37:19.609 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.76s/it] +2026-05-16 05:39:21.853 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.24s (2.04min) +2026-05-16 05:39:22.615 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:41:20.635 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 298: training: 50%|█████ | 1/2 [03:29<03:29, 209.99s/it] 2026-05-16 05:48:27.485 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 299, train_steps: 11960 +Global Step 298: training: 100%|██████████| 2/2 [07:06<00:00, 213.41s/it]0, 10.57s/it] +2026-05-16 05:48:28.162 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 299 train_steps 11960 {'step': '299/10000', 'learning_rate': '0.00001000', 'loss': '1.476e-07', 'grad_norm': '0.00494375', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '317.35021973', 'grpo_loop_time': '426.81878662', 'ref_model_time': '122.24244690', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88807440', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.10587353', 'token_credit_video_advantage_mean': '-8.033e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.458e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.476e-07', 'kl_loss': '0.00857579', 'kl_moving': '0.00857579', 'kl_stepwise': '-1.979e-08', 'gathered_avg_reward_mean': '-0.10587353', 'gathered_avg_reward_std': '0.11472284', 'gathered_vlm_logprob_reward_mean': '-0.10587353', 'gathered_vlm_logprob_reward_std': '0.11472284', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.10587353', 'gathered_vlm_token_credit_reward_std': '0.11472284', 'gathered_vlm_yes_no_margin_reward_mean': '3.48164058', 'gathered_vlm_yes_no_margin_reward_std': '0.77268112', 'gathered_vlm_yes_ratio_reward_mean': '0.96875000', 'gathered_vlm_yes_ratio_reward_std': '0.07261844', 'gathered_ori_avg_reward_mean': '-0.10587353', 'gathered_ori_avg_reward_std': '0.11472284'} +2026-05-16 05:48:28.235 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 05:48:28.362 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 05:48:28.402 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:48:28.496 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:58, 2.93s/it][00:58<00:00, 2.92s/it] +100%|██████████| 20/20 [00:58<00:00, 2.93s/it] +2026-05-16 05:49:34.672 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_0/index_4227_seed_27751_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 05:49:38.147 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:50:00.502 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:50:00.511 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 05:50:00.512 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:04, 3.21s/it][01:04<00:00, 2.90s/it] +100%|██████████| 20/20 [01:04<00:00, 3.21s/it] +2026-05-16 05:51:10.468 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000299/group_0/index_4227_seed_27752_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 05:51:17.043 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 05:51:37.092 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 05:51:37.483 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 05:51:37.492 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 05:51:38.635 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.51s/it] +2026-05-16 05:53:38.430 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 119.71s (2.00min) +2026-05-16 05:53:39.188 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. +2026-05-16 05:55:36.887 | INFO | hyvideo.utils.grpo_utils:train_one_step:2220 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19] +Global Step 299: training: 50%|█████ | 1/2 [03:26<03:26, 206.90s/it] 2026-05-16 06:02:36.730 | INFO | hyvideo.utils.grpo_utils:train_one_step:2754 - Rank 0, sp_rank 0: update step: 300, train_steps: 12000 +Global Step 299: training: 100%|██████████| 2/2 [06:59<00:00, 209.87s/it]0, 10.39s/it] +2026-05-16 06:02:37.240 | INFO | __main__:_log_progress_step:1800 - Training Progress: update_steps 300 train_steps 12000 {'step': '300/10000', 'learning_rate': '0.00001000', 'loss': '1.090e-07', 'grad_norm': '0.00705136', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '310.90005493', 'grpo_loop_time': '419.74252319', 'ref_model_time': '119.71165466', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85961962', 'token_credit_question_count': '5.00000000', 'token_credit_video_logprob_reward_mean': '-0.08560597', 'token_credit_video_advantage_mean': '-5.495e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.391e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.090e-07', 'kl_loss': '0.00918249', 'kl_moving': '0.00918250', 'kl_stepwise': '-1.943e-08', 'gathered_avg_reward_mean': '-0.08560597', 'gathered_avg_reward_std': '0.07888733', 'gathered_vlm_logprob_reward_mean': '-0.08560598', 'gathered_vlm_logprob_reward_std': '0.07888733', 'gathered_vlm_num_questions_reward_mean': '5.00000000', 'gathered_vlm_num_questions_reward_std': '0.00000000', 'gathered_vlm_token_credit_reward_mean': '-0.08560598', 'gathered_vlm_token_credit_reward_std': '0.07888733', 'gathered_vlm_yes_no_margin_reward_mean': '3.90781260', 'gathered_vlm_yes_no_margin_reward_std': '0.79944897', 'gathered_vlm_yes_ratio_reward_mean': '0.96562499', 'gathered_vlm_yes_ratio_reward_std': '0.08332682', 'gathered_ori_avg_reward_mean': '-0.08560598', 'gathered_ori_avg_reward_std': '0.07888733'} +2026-05-16 06:02:37.318 | INFO | __main__:validate:1984 - Running validation at step 300... +2026-05-16 06:02:37.318 | INFO | __main__:validate:1985 - Validation samples: 31 +2026-05-16 06:02:37.319 | INFO | __main__:validate:1986 - Validation video_length=121 +2026-05-16 06:02:37.320 | INFO | __main__:validate:1987 - Validation fixed global_seed=930 +2026-05-16 06:02:37.320 | INFO | __main__:validate:1988 - Validation fixed_size=480x864 +2026-05-16 06:02:37.321 | INFO | __main__:validate:1995 - Generating validation video 1/31: This cinematic close-up shot focuses on a young ma... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: This cinematic close-up shot focuses on a young man with a round, gentle face and dark, neatly combed hair. He is seated at what appears to be a wooden table. The camera is positioned at eye level, creating an intimate and personal perspective. He wears a cozy, brown knit sweater. The scene is bathed in soft, natural light that casts gentle shadows, suggesting a calm afternoon. His full attention is on the task at hand: peeling a vibrant red apple. He holds the apple in his left hand and a small, silver paring knife in his right. With practiced, deliberate movements, he guides the blade just under the skin, carving off a single, unbroken peel that begins to curl downwards. His expression is one of serene focus, his brow slightly furrowed in concentration. The background is softly out of focus, hinting at a simple, rustic kitchen setting, ensuring the viewer's attention remains on the man and the simple, satisfying act of peeling the apple. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 7271 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:32<00:00, 9.82s/it] +2026-05-16 06:09:23.802 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_000_seed_7271_This cinematic close-up shot focuses on a young ma.mp4 +2026-05-16 06:09:23.804 | INFO | __main__:validate:1995 - Generating validation video 2/31: The scene opens on a tranquil, sun-drenched meadow... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tranquil, sun-drenched meadow in the late afternoon. An eye-level full shot frames Isaac Newton, a man with long hair dressed in simple 17th-century clothing, sitting at the base of a large, gnarled apple tree. He leans against the trunk, positioned according to the rule of thirds, creating a sense of balance and space. Dappled sunlight streams through the leafy canopy, casting soft, moving shadows on the ground. Newton is completely absorbed in thought, his gaze distant and unfocused. A gentle breeze rustles the leaves. High above him, a ripe red apple loosens from its stem. It drops silently at first, then lands with a distinct 'thump' on top of Newton's head. He flinches, startled out of his deep thoughts, and instinctively raises a hand to the point of impact. His eyes dart upwards towards the branches, then scan the ground around him. He spots the offending red apple lying in the grass. His initial annoyance gives way to curiosity as he reaches down, picks it up, and holds it in his palm. He turns it over, examining it, and his expression slowly transforms into one of profound, dawning realization, the genesis of a revolutionary idea. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 861 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 06:16:07.501 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_001_seed_861_The scene opens on a tranquil, sun-drenched meadow.mp4 +2026-05-16 06:16:07.503 | INFO | __main__:validate:1995 - Generating validation video 3/31: The scene opens on a tight, eye-level close-up of ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tight, eye-level close-up of an older, white-haired chef in a professional kitchen. His face, etched with lines of fatigue, is illuminated by a single source of side lighting, casting deep shadows that accentuate his somber mood. He is wearing a traditional white chef's jacket, slightly unbuttoned at the collar. In his right hand, he holds a stainless steel tasting spoon containing a small amount of a dark sauce. He brings the spoon to his mouth, his movements deliberate and practiced. He closes his eyes as he tastes the contents, his brow furrowing slightly. A moment of stillness hangs in the air before his expression shifts to one of clear, deep-seated disappointment. His lips press into a thin line. He lowers the spoon, his gaze directed downwards and off-camera, as if lost in thought. He then begins to shake his head slowly and deliberately from side to side, a non-verbal confirmation that the dish is not right. The background is a soft-focus blur of a sterile, industrial kitchen environment, with the metallic sheen of stainless steel surfaces and the dark shapes of hanging pots and pans barely discernible, isolating the chef in his moment of quiet professional grief. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5391 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 06:22:50.951 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_002_seed_5391_The scene opens on a tight, eye-level close-up of .mp4 +2026-05-16 06:22:50.953 | INFO | __main__:validate:1995 - Generating validation video 4/31: The scene opens on a tight close-up of a blond man... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a tight close-up of a blond man in his late 30s, his face partially illuminated by a single, harsh light source from the right, creating a dramatic chiaroscuro effect. The background is a dark, indistinct blur, suggesting a private study or office at night. Initially, his expression is neutral, perhaps listening to something off-screen. A subtle flicker of understanding crosses his features, followed by a wave of disbelief. His blue eyes widen for a moment, and his brow furrows. Then, the transformation begins. His skin seems to pale, taking on a livid, almost greyish hue under the cool light. His nostrils flare, and he draws a sharp, silent breath. His jaw clenches so tightly that a muscle bulges along his cheek. His gaze becomes a hard, piercing stare, fixed on an unseen point. His hands, which were out of frame, slowly rise into view. We see the fingers curl inward, one by one, until both hands are balled into powerful, white-knuckled fists. The veins on the back of his hands stand out, and the fists tremble with suppressed rage. He remains frozen in this state of potent, silent fury, a portrait of anger about to boil over. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5192 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 06:29:34.587 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_003_seed_5192_The scene opens on a tight close-up of a blond man.mp4 +2026-05-16 06:29:34.590 | INFO | __main__:validate:1995 - Generating validation video 5/31: The scene opens on a medium, eye-level shot of thr... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium, eye-level shot of three young women seated at a dining table, their forms and the environment rendered in a soft, flowing watercolor style. The woman on the left, with blonde hair tied back, wears a cream-colored sweater. In the center, a woman with dark, curly hair in a blush pink top smiles warmly. On the right, a woman with auburn hair in a terracotta dress initiates the toast. The table is adorned with simple white plates and silverware, with the focus being on three elegant glasses filled with a rich, crimson red wine. The woman on the right gracefully picks up her glass first. Following her lead, the woman in the center and then the woman on the left pick up their glasses. Their painted faces are filled with genuine joy and affection. They bring their glasses together over the center of the table, the light catching the deep red of the wine. The moment before the glasses clink is held, capturing the peak of their shared celebratory spirit. The background is a gentle wash of warm, indistinct colors, suggesting a cozy interior without distracting from the central, heartfelt action. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5735 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 06:36:17.943 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_004_seed_5735_The scene opens on a medium, eye-level shot of thr.mp4 +2026-05-16 06:36:17.945 | INFO | __main__:validate:1995 - Generating validation video 6/31: The scene opens with a medium shot of an elderly w... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium shot of an elderly woman, appearing to be in her 80s, seated on a simple wooden stool in a public park. She has fine, silver hair neatly tied back and wears a traditional, dark-colored tunic with intricate embroidery at the collar. Her eyes are gently closed as she focuses on her music. In her hands, she holds a polished, dark wood erhu. Her left hand delicately presses the strings, her fingers moving with practiced grace, while her right hand draws the bow smoothly across them, producing a soulful, resonant melody. She hums softly, a low, gentle sound that harmonizes perfectly with the instrument's voice. A diverse crowd of onlookers, ranging from young adults to other seniors, has formed a respectful semi-circle around her. Some watch with rapt attention, their expressions contemplative. A young woman can be seen subtly recording on her phone, while an older man nods his head slowly to the rhythm. The park setting is serene, with large, mature trees whose leaves create a soft, dappled canopy. The light is diffused, characteristic of an overcast day, which lends a moody and introspective quality to the entire scene. The focus remains tightly on the woman, a figure of serene artistry amidst the quiet reverence of her audience. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6266 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 06:43:01.750 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_005_seed_6266_The scene opens with a medium shot of an elderly w.mp4 +2026-05-16 06:43:01.752 | INFO | __main__:validate:1995 - Generating validation video 7/31: The scene is a tight close-up, rendered in a style... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is a tight close-up, rendered in a style reminiscent of a Da Vinci painting with its dramatic use of light and shadow. A petite woman is concealed within the suffocating confines of a dark closet. The composition adheres to the rule of thirds, placing her terrified face off-center. The only illumination is a stark, vertical sliver of light piercing the darkness from a door that is barely ajar. This side light carves her features out of the gloom, highlighting the sheen of tears in her wide-open eyes, the pale skin of her cheek, and the white knuckles of the hand she has clamped desperately over her mouth. Her body trembles violently and uncontrollably, a physical manifestation of her terror. She is trying to stifle any sound, her chest rising and falling in shallow, ragged breaths. The surrounding space is an abyss of black, with the faint outlines of hanging clothes creating a sense of being buried. The atmosphere is thick with dread and unbearable suspense, focusing entirely on her silent, petrified state. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 467 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 06:49:45.337 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_006_seed_467_The scene is a tight close-up, rendered in a style.mp4 +2026-05-16 06:49:45.339 | INFO | __main__:validate:1995 - Generating validation video 8/31: The scene opens with a medium shot of a cozy, slig... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium shot of a cozy, slightly cluttered living room, bathed in the warm glow of late afternoon sun filtering through a window on the right. A middle-aged, plump man with thinning brown hair enters from the left side of the frame. He is dressed casually in a green and blue plaid button-up shirt and dark jeans, and he has a weary expression on his face. He walks towards a large, overstuffed couch with a faded, brown floral pattern. In front of the couch sits a low wooden coffee table with a stack of magazines. The man turns and lowers himself onto the couch with a tired sigh. The camera maintains an eye-level perspective, emphasizing the dramatic sinking of the well-worn cushions as they slowly give way under his substantial weight. The fabric strains and creases around him. He shifts his body slightly, finding a comfortable position before leaning his head back against the top of the sofa and closing his eyes, finally at rest. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 4427 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:32<00:00, 9.80s/it] +2026-05-16 06:56:29.240 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_007_seed_4427_The scene opens with a medium shot of a cozy, slig.mp4 +2026-05-16 06:56:29.242 | INFO | __main__:validate:1995 - Generating validation video 9/31: The scene opens on a medium long shot, capturing t... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium long shot, capturing the full form of a graceful, fair-skinned European rhythmic gymnast in the center of a competition floor. She is illuminated by a powerful, bright spotlight that makes her sparkling, royal blue leotard glitter. Her blonde hair is tied back in a neat bun. In her hands, she expertly manipulates a long, shimmering silver ribbon, which swirls and dances around her in intricate, flowing patterns as she moves. She executes a series of complex maneuvers, including a high, arching leap followed by a perfectly controlled spin, her body a picture of elegance and strength. The camera, positioned at a slightly low angle, emphasizes the height of her jumps and the grandeur of her performance. The background is dark, but filled with the blurred shapes of a massive, seated audience. The sound of their thunderous applause and enthusiastic cheers is constant, underscoring the excitement of the event. The atmosphere is electric and triumphant, celebrating the athlete's incredible skill and artistry. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5579 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 07:03:12.382 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_008_seed_5579_The scene opens on a medium long shot, capturing t.mp4 +2026-05-16 07:03:12.384 | INFO | __main__:validate:1995 - Generating validation video 10/31: The scene opens with a stunning wide shot, filmed ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a stunning wide shot, filmed in slow motion from a low angle. Five children, a diverse group of boys and girls aged between six and ten, are running exuberantly across a vast field. The field is filled with tall, golden-yellow grass that sways gently in the breeze and reaches their waists. It's the golden hour, and the setting sun, positioned behind the children, creates a brilliant backlight. This light forms a radiant halo around their hair and outlines their bodies, separating them from the lush background. Dust motes and pollen kicked up by their running feet dance and sparkle in the sunbeams. The children are spread out, yet moving together as a group from right to left across the frame. Their faces are alight with pure joy; mouths are open in laughter, and their eyes are bright with excitement. One girl with long blonde pigtails leads the pack, looking back over her shoulder with a wide grin. A boy in a red t-shirt leaps playfully into the air. The slow-motion effect accentuates every detail: the bounce of their hair, the flowing fabric of their clothes, and the effortless grace of their youthful movements. The sky above is a soft, clear blue, providing a cool contrast to the warm tones of the field below. The atmosphere is overwhelmingly joyful, nostalgic, and evocative of the perfect, endless days of summer childhood. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 8323 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 07:09:55.562 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_009_seed_8323_The scene opens with a stunning wide shot, filmed .mp4 +2026-05-16 07:09:55.565 | INFO | __main__:validate:1995 - Generating validation video 11/31: The scene is captured in a dramatic low-angle medi... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is captured in a dramatic low-angle medium shot, amplifying the scale and danger of the stunt. On a completely dark stage, the only source of light is a large metal ring, fiercely ablaze with vibrant orange and yellow flames that lick and dance into the darkness. A bare-chested Asian man, his muscles taut with concentration, stands poised a few feet from the fiery obstacle. He takes a deep breath, his eyes locked on the opening. With a powerful burst of energy, he sprints forward. He launches himself into the air, tucking his legs and arms close to his body to navigate the narrow, burning passage. For a split second, he is perfectly framed within the circle of fire, a silhouette against the inferno. The intense light casts flickering shadows and highlights across his skin and simple dark pants. He passes through the ring cleanly and lands gracefully on the other side, rolling to absorb the impact before rising to his feet. The background remains an abyss of black, isolating the raw, thrilling spectacle of man versus fire. The atmosphere is thick with tension and awe at the display of courage and physical control. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 1686 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 07:16:38.334 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_010_seed_1686_The scene is captured in a dramatic low-angle medi.mp4 +2026-05-16 07:16:38.335 | INFO | __main__:validate:1995 - Generating validation video 12/31: The scene is set in a bustling, sun-drenched town ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is set in a bustling, sun-drenched town square with historic buildings in the background. A wide, eye-level shot captures an elderly man pushing a tandem wheelchair, in which his wife is seated comfortably. They move across the cobblestone plaza, their expressions content. The entire scene is rendered in sharp focus, highlighting the textures of the environment and the details of the people. As they proceed, they come across three other elderly couples who appear to be old friends. A moment of joyful recognition passes between them. The man stops the wheelchair, and the groups merge. Smiles, waves, and cheerful chatter fill the air as they reunite, creating a lively and heartwarming tableau of enduring companionship and community in their golden years. The camera remains static, allowing the natural, happy interaction to unfold within the frame. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 770 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 07:23:21.468 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_011_seed_770_The scene is set in a bustling, sun-drenched town .mp4 +2026-05-16 07:23:21.470 | INFO | __main__:validate:1995 - Generating validation video 13/31: The frame is filled entirely by the face of a fema... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The frame is filled entirely by the face of a female tourist in extreme distress. The shot is an unflinching extreme close-up at eye level, creating an intimate and unsettling connection with her struggle. She is breathing from a transparent oxygen mask strapped tightly to her face. Her lips, the focal point of the shot, are a deathly shade of blue-grey, a clear sign of cyanosis. They are painfully chapped, with dry skin peeling away, evidence of severe dehydration and exposure to harsh elements. With each ragged inhalation, her nostrils flare wide, the muscles in her face tensing with the sheer effort of drawing air into her lungs. A fine layer of frost and tiny ice crystals can be seen on her eyebrows and the wisps of hair escaping her fur-lined hood. The overcast natural light is stark and unforgiving, highlighting every raw texture on her skin and casting subtle, cold shadows. The background is a complete blur of white and grey, suggesting a snow-swept, high-altitude location without offering any distracting details. The only movement is the rhythmic, desperate pulse of her breathing. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6950 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 07:30:04.410 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_012_seed_6950_The frame is filled entirely by the face of a fema.mp4 +2026-05-16 07:30:04.412 | INFO | __main__:validate:1995 - Generating validation video 14/31: The scene opens on a bright, sunny day in a lush g... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a bright, sunny day in a lush green backyard. A small boy, around six years old with tousled blond hair, is the central focus. He is dressed in a vibrant red short-sleeved t-shirt and blue denim shorts. In front of him, on the manicured lawn, sits a tall, slightly wobbly tower constructed from colorful wooden blocks of various shapes and sizes—red, blue, yellow, and green. The camera, positioned at a low angle, captures the boy as he takes a small step back to admire his handiwork. He plants his feet firmly apart, straightens his back, and places both hands squarely on his hips in a classic pose of accomplishment. His chest puffs out with pride. After a moment of contemplation, his face breaks into a huge, infectious smile, his eyes crinkling at the corners. The smile is pure, unadulterated joy and pride. The bright, natural sunlight casts a warm glow over the entire scene, creating a soft lens flare and making the colors pop. The background is slightly blurred, keeping the focus entirely on the boy and his triumphant moment. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2434 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 07:36:46.956 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_013_seed_2434_The scene opens on a bright, sunny day in a lush g.mp4 +2026-05-16 07:36:46.958 | INFO | __main__:validate:1995 - Generating validation video 15/31: The shot opens with an extreme close-up, top-down ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The shot opens with an extreme close-up, top-down view of the back of a human hand resting on a flat, neutral gray surface. A significant, fresh laceration is centered in the frame, its edges raw and red, with a slight glistening of blood. The surrounding skin is pale. The time-lapse sequence begins, and the visual transformation is immediate and dramatic. The raw edges of the wound visibly contract, pulling towards each other as if drawn by an invisible thread. The deep red color darkens as a scab rapidly forms over the cut, a process that happens in a blur of motion. Almost as soon as it appears, the dark scab begins to shrink and flake away, revealing a layer of new, pink, and delicate skin underneath. This new tissue quickly matures, its color evening out and blending seamlessly with the surrounding skin tone. The fine lines and texture of the skin reappear over the healed area. The entire healing cycle completes in a matter of seconds, leaving the hand looking perfectly smooth and unscarred, as if the injury never occurred. The lighting remains constant and clinical throughout, highlighting every detail of the accelerated biological process. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5312 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 07:43:29.977 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_014_seed_5312_The shot opens with an extreme close-up, top-down .mp4 +2026-05-16 07:43:29.978 | INFO | __main__:validate:1995 - Generating validation video 16/31: The scene opens on a sweeping wide shot, composed ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a sweeping wide shot, composed according to the rule of thirds, with an elderly Chinese man positioned on the right side of the frame. He stands on an ancient, weathered stone path that meanders through a landscape of rolling hills shrouded in a thick, soft mist. The man has a deeply wrinkled face and a long, flowing white beard that reaches his chest. He wears a simple, coarse-spun brown robe and a traditional conical bamboo hat that casts a gentle shadow over his features. In his left hand, he grips a gnarled wooden cane, its surface polished smooth from years of use, providing him with stability. His entire focus is on his right hand, which is held up near his face. His brow is furrowed in concentration as his thumb methodically touches different segments of his fingers in a complex, silent calculation. The environment is lit by a diffused, natural light coming from the side, which catches the airborne mist and softly illuminates the contours of his robe and the sparse, gnarled trees dotting the background. The atmosphere is one of profound peace and deep contemplation, as if the man is solving a timeless riddle alone in nature. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 5052 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.76s/it] +2026-05-16 07:50:12.274 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_015_seed_5052_The scene opens on a sweeping wide shot, composed .mp4 +2026-05-16 07:50:12.276 | INFO | __main__:validate:1995 - Generating validation video 17/31: The scene opens with a low-angle, full shot of a w... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a low-angle, full shot of a woman with dark, flowing hair, wearing a striking, floor-length scarlet red dress. She is strolling leisurely from right to left along a winding cobblestone path in a magnificent, verdant garden. The garden is in full bloom, with an array of colorful flowers like deep pink roses and tall, yellow sunflowers flanking the path. The camera is positioned low to the ground, making the flowers in the foreground appear large and immersive, framing the woman majestically. It's the golden hour; the setting sun is out of frame but casts long shadows and bathes the scene in a warm, golden light. This backlights the woman, creating a soft, ethereal glow around her silhouette and illuminating the delicate fabric of her dress. As she walks, she gently brushes her fingertips against the petals of a rose. The camera pans smoothly, following her elegant and unhurried pace. The background consists of tall green hedges and a soft-focus view of the sky, painted with hues of orange and pink. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6421 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 07:56:55.441 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_016_seed_6421_The scene opens with a low-angle, full shot of a w.mp4 +2026-05-16 07:56:55.444 | INFO | __main__:validate:1995 - Generating validation video 18/31: From a high-angle perspective, the entirety of a p... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: From a high-angle perspective, the entirety of a professional-grade, vibrant green tennis court is visible under a brilliant, cloudless blue sky. In the foreground, a man with short dark hair, dressed in a white polo shirt and blue shorts, is captured mid-motion. He has just completed a powerful forehand stroke, his body extended and his focus locked on the ball. The tennis racket is a blur of motion in his right hand. Across the net, in the background, his opponent, a blond man in a red shirt and white shorts, is already reacting. He is crouched low, his knees bent, moving swiftly to his left to intercept the fast-approaching yellow tennis ball. The white lines of the court stand out starkly against the green surface, and the net casts a faint, sharp shadow. The surrounding area includes a high chain-link fence, and beyond it, some out-of-focus green trees suggest a park or sports complex setting. The rally is fast and intense, a testament to the players' skill and athleticism, creating a palpable atmosphere of competition and focus. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 1185 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.80s/it] +2026-05-16 08:03:39.460 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_017_seed_1185_From a high-angle perspective, the entirety of a p.mp4 +2026-05-16 08:03:39.462 | INFO | __main__:validate:1995 - Generating validation video 19/31: The scene opens on a wide, low-angle shot within a... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide, low-angle shot within a sprawling, sunlit temple courtyard paved with ancient stones. In the lower third of the frame, a group of three tourists comes to a halt. The group consists of an older Caucasian man with a camera around his neck, a middle-aged Asian woman in a sun hat, and a young man wearing a backpack. They are initially looking at their surroundings, a low murmur of conversation between them. The woman points upwards, and as one, they slowly begin to tilt their heads back. The camera follows their gaze, panning vertically up the massive, weathered bronze statue of Confucius that dominates the frame. The statue is depicted in a thoughtful pose, one hand stroking a long beard, its robes intricately detailed. The sunlight glints off the bronze, creating highlights and deep shadows that accentuate its aged texture. The tourists' faces, now fully visible, are filled with a silent, shared awe. The older man's mouth is slightly agape, while the woman has a hand to her chest. The young man simply stares, captivated. The background features the ornate, curved eaves of a traditional temple building against a brilliant, clear blue sky. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 4556 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 08:10:22.545 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_018_seed_4556_The scene opens on a wide, low-angle shot within a.mp4 +2026-05-16 08:10:22.548 | INFO | __main__:validate:1995 - Generating validation video 20/31: The scene opens on a medium shot from a slightly h... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium shot from a slightly high angle, focusing on a man in his late 50s seated in a faded, brown armchair. The room is steeped in a quiet, melancholic atmosphere, illuminated only by the soft, fading natural light from a single window off-screen. The man, with short, salt-and-pepper hair and a weary expression, is hunched forward, his shoulders slumped in a posture of defeat. He is dressed in a simple, dark gray knitted sweater. In his hands, he holds a large, crinkled newspaper. He isn't actively reading; instead, his fingers absently turn the large pages, the rustling sound being the only noise in the otherwise silent room. His gaze is distant, looking down at the paper but seemingly through it. He flips a page, lets it settle, pauses for a long moment, and then repeats the action without any change in his somber expression. The composition places him on the right third of the frame, leaving empty space to his left, which amplifies his isolation. The background is softly out of focus, showing a plain wall with a single, framed picture hanging crookedly, and the corner of a wooden side table with a cold cup of tea on it. The muted color palette of blues, grays, and browns, combined with the soft lighting, creates a poignant and deeply sorrowful mood. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 3386 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 08:17:05.856 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_019_seed_3386_The scene opens on a medium shot from a slightly h.mp4 +2026-05-16 08:17:05.857 | INFO | __main__:validate:1995 - Generating validation video 21/31: The scene opens on a wide, eye-level shot capturin... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide, eye-level shot capturing an old, weathered stone bridge arching over a calm, slow-moving river. It's late autumn, and the trees lining the riverbank have shed most of their leaves, their bare branches stark against the pale, overcast sky. Positioned on the right third of the frame, two young women stand close together, leaning on the thick stone parapet. The first woman, with dark hair stirred by a gentle breeze, wears a long, dark coat. Her focus is entirely on the water's gentle current. Beside her, the second woman, in a gray knitted beanie and a lighter jacket, stares into the distance, her expression lost in thought. The natural, soft light of the afternoon casts no harsh shadows, bathing the scene in a cool, somber tone. The color palette is dominated by muted blues from the water and sky, and the earthy grays and browns of the stone and landscape. They remain silent, their shared stillness and the quiet flow of the river creating a powerful, sorrowful atmosphere of shared grief or deep reflection. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 6397 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 08:23:49.294 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_020_seed_6397_The scene opens on a wide, eye-level shot capturin.mp4 +2026-05-16 08:23:49.297 | INFO | __main__:validate:1995 - Generating validation video 22/31: The scene is captured from a dynamic low-angle, wi... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene is captured from a dynamic low-angle, wide shot, immersing the viewer in the world of eight young children playing in a sun-drenched park. Each child wears an identical, vibrant red hat, creating a striking visual unity against the backdrop of a verdant green lawn and a clear blue sky. They are deeply engrossed in building with a large collection of colorful wooden blocks. The low viewpoint makes their small figures seem heroic and their block structures appear like a miniature city skyline. In the center of the frame, a few children work together, carefully stacking blocks to create a tall tower. To the side, others are building lower, house-like structures. Their faces show a mixture of intense concentration and pure joy. The natural sunlight is bright and warm, casting soft shadows and highlighting the vivid colors of the blocks and the children's clothing. The atmosphere is one of innocent creativity, collaboration, and playful happiness, set within an idyllic park environment. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 8667 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.79s/it] +2026-05-16 08:30:33.073 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_021_seed_8667_The scene is captured from a dynamic low-angle, wi.mp4 +2026-05-16 08:30:33.075 | INFO | __main__:validate:1995 - Generating validation video 23/31: The scene opens with a high-angle, close-up shot, ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a high-angle, close-up shot, focusing intently on the cupped hands of a young, bald boy kneeling at the edge of a tranquil garden pond. The water is crystal clear, revealing smooth stones at the bottom. Inside his hands, cradled in a small pool of water, is a vibrant red koi fish, its scales shimmering in the soft, natural light that filters through the leaves of an unseen tree. The boy's fingers are gentle, holding the fish securely but without pressure. His face is out of focus in the background, but his posture suggests deep concentration and care. He slowly and deliberately lowers his hands, breaking the still surface of the pond. Water ripples outwards in concentric circles. For a brief moment, the koi remains in his open palms just below the surface before it senses its freedom. With a graceful flick of its tail, the fish propels itself forward, a flash of crimson disappearing into the murky green depths of the pond. The boy keeps his hands submerged for a second longer, watching it go, before slowly withdrawing them. Droplets of water fall from his fingertips back into the pond. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9275 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.80s/it] +2026-05-16 08:37:17.020 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_022_seed_9275_The scene opens with a high-angle, close-up shot, .mp4 +2026-05-16 08:37:17.022 | INFO | __main__:validate:1995 - Generating validation video 24/31: The scene opens with a high-angle wide shot of a v... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a high-angle wide shot of a vast, untouched snowy landscape under a pale, late-afternoon sky. A solitary figure, a beautiful Chinese woman, stands in the lower right third of the frame. She has long, flowing black hair that contrasts sharply with the white snow. She is elegantly dressed, wearing a full-length, dark brown fur coat over a form-fitting black knit dress and impractical high-heeled boots. Large, dark sunglasses obscure her eyes, making her expression unreadable. The natural light is soft and cool, casting long, blue shadows across the snow. After a moment of stillness, she begins to move with a slow, almost ceremonial grace. She bends her knees, lowering her body towards the ground. Her movements are fluid and deliberate as she lies back, her fur coat spreading around her like a dark halo against the pristine white. She comes to rest fully on her back, her arms falling limply to her sides, her head turned slightly to the side. The camera holds on this image: a stark, beautiful, and poignant tableau of luxury and vulnerability against the unforgiving cold of nature. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2559 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 08:44:00.315 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_023_seed_2559_The scene opens with a high-angle wide shot of a v.mp4 +2026-05-16 08:44:00.317 | INFO | __main__:validate:1995 - Generating validation video 25/31: The scene opens with a medium close-up on a man in... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a medium close-up on a man in his late forties, his face framed by a thick, unkempt beard. He is seated in what appears to be a dark study, though the background is mostly lost to shadow. The shot is rendered in a stark, high-contrast monochrome, reminiscent of film noir. A single, harsh key light illuminates the right side of his face, casting the left side in deep shadow and accentuating the sweat on his brow and the frantic look in his eyes. He is wearing a dark, woolen sweater. In his hands, he clutches a thick, hardbound book. His knuckles are white. For a moment, he stares down at the book, his chest heaving with ragged breaths. Then, with a sudden, explosive movement, he lets out a silent scream of pure rage and begins to tear at the cover. The sound of ripping cardboard and paper fills the silence. He savagely pulls the spine from the binding, then begins ripping out handfuls of pages, his movements frantic and uncontrolled. The white pages flutter down around him, stark against the surrounding darkness. He doesn't stop until the book is completely destroyed, a mangled ruin of paper and glue in his trembling hands. He then lets the remnants fall from his grasp, his head slumping forward in exhaustion and despair. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 7850 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:32<00:00, 9.81s/it] +2026-05-16 08:50:44.621 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_024_seed_7850_The scene opens with a medium close-up on a man in.mp4 +2026-05-16 08:50:44.622 | INFO | __main__:validate:1995 - Generating validation video 26/31: The scene opens on a wide shot of a meticulously c... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a wide shot of a meticulously crafted claymation garden under a bright, sunny sky. The garden is a tapestry of vibrant colors, with lush green grass, a winding grey stone path, and oversized, whimsical flowers in pastel pinks, purples, and blues. A small clay figure of a little girl enters the frame from the right. She has brown pigtails tied with blue ribbons and is wearing a cheerful bright yellow dress. In her left hand, she clutches the red handle of a colorful, striped handbag. With a joyful expression on her face, she begins to skip along the stone path, moving from right to left across the screen. Her skipping motion is charmingly imperfect, a hallmark of stop-motion animation, with each frame capturing a distinct pose. As she skips, she swings the handbag back and forth in rhythm with her steps. In the background, a small clay butterfly with orange wings flutters near a large pink flower. The entire scene is bathed in soft, warm light, creating a gentle and heartwarming atmosphere of childhood innocence and wonder. The girl continues skipping until she exits the frame on the left. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2048 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 08:57:27.340 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_025_seed_2048_The scene opens on a wide shot of a meticulously c.mp4 +2026-05-16 08:57:27.343 | INFO | __main__:validate:1995 - Generating validation video 27/31: An eye-level, medium-wide shot captures a moment o... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: An eye-level, medium-wide shot captures a moment of serene harmony in a quiet park at dusk. A middle-aged Caucasian man and an Asian woman are practicing yoga together on the lush green grass. The setting sun, low on the horizon, bathes the scene in a warm, golden light, backlighting the pair and casting long shadows. They are positioned symmetrically, mirroring each other in the Warrior II (Virabhadrasana II) pose. The man, on the left, wears a grey t-shirt and black shorts. The woman, on the right, is in a teal tank top and dark leggings, her dark hair pulled into a neat ponytail. Their focus is palpable as they hold the pose, their bodies strong and steady. In the background, tall, leafy trees frame the scene, their leaves gently rustling in a soft evening breeze. After a moment of stillness, they gracefully transition in unison, lowering their arms and stepping their feet together, preparing for the next sequence, their movements fluid and synchronized, embodying a deep sense of peace and connection. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2748 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 09:04:09.972 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_026_seed_2748_An eye-level, medium-wide shot captures a moment o.mp4 +2026-05-16 09:04:09.974 | INFO | __main__:validate:1995 - Generating validation video 28/31: The scene opens on a medium, low-angle shot of a t... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium, low-angle shot of a teenage boy on an empty, red-surfaced running track during sunset. He is positioned on the right third of the frame, having just completed an intense sprint. He wears a striking neon green athletic jacket, unzipped to reveal a dark shirt underneath, and black running shorts. His body is bent sharply at the waist, his hands pressed firmly onto his knees for support as he struggles to recover. His dark, curly hair is damp with sweat, which also beads on his forehead and temples. His chest rises and falls rapidly and deeply, and with each ragged exhalation, a faint mist of his breath is visible in the cooling air, illuminated by the strong backlight from the setting sun. The sun, low on the horizon, casts long shadows and bathes the scene in a warm, orange glow, creating a cinematic lens flare that streaks across the frame. After a few moments of labored breathing, he slowly and painfully straightens his posture, his eyes remaining fixed on the track ahead with a look of fierce determination mixed with utter exhaustion. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9168 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 09:10:52.995 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_027_seed_9168_The scene opens on a medium, low-angle shot of a t.mp4 +2026-05-16 09:10:52.997 | INFO | __main__:validate:1995 - Generating validation video 29/31: The scene opens with a static, extreme wide shot f... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens with a static, extreme wide shot from a bird's-eye view, looking down upon a vast expanse of green lawn. The grass is almost entirely obscured by a chaotic carpet of debris left behind by a music festival: countless plastic cups, crumpled food wrappers, discarded flyers, and shimmering confetti. The early morning light, a soft golden hue, streams in from the side, casting long, dramatic shadows across the field. A single, small figure, a janitor in a dark blue uniform, moves slowly and deliberately through the mess. He pushes a wheeled trash cart ahead of him. With a mechanical grabber in one hand, he methodically picks up pieces of trash one by one, his movements precise and unhurried. He drops each item into a large, gaping black plastic bag attached to his cart. The sheer scale of the mess dwarfs him, making his task seem monumental, almost futile. In the far background, the skeletal structure of the main festival stage is visible, now silent and empty. The contrast between the colorful, festive remnants and the solitary, quiet labor of the janitor creates a powerful, contemplative mood, capturing the silent, unseen work that follows mass celebration. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 9999 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 09:17:35.738 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_028_seed_9999_The scene opens with a static, extreme wide shot f.mp4 +2026-05-16 09:17:35.741 | INFO | __main__:validate:1995 - Generating validation video 30/31: The shot opens on a medium frame of a young baller... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The shot opens on a medium frame of a young ballerina sitting on the worn, wooden edge of a vast, dark stage. She is isolated by a single, soft spotlight from above, which casts a gentle, ethereal glow on her and plunges the surrounding theater into deep, velvety shadow. She wears a classic white tutu, its delicate layers fanning out slightly around her, and her dark hair is pulled back in a tight, perfect bun. Her face, beautifully illuminated by the soft light, is a portrait of profound sadness; her eyes are downcast and glistening with unshed tears. Initially, her slender hands rest delicately on her lap, fingers intertwined. With a slow, deliberate, and almost heartbreakingly graceful movement, she lowers them to her sides, her fingertips eventually brushing against the rough surface of the stage floor. The action is imbued with a sense of finality and deep resignation. Following this, she gently brings her legs together, her pink pointe shoes, ribbons still perfectly tied, meeting with a soft, almost inaudible touch. She holds this final pose, her gaze directed slightly downwards, lost in her sorrowful thoughts. The stark contrast between the brightly lit, fragile figure and the cavernous darkness of the empty auditorium creates a powerful, palpable feeling of isolation and deep melancholy. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 190 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:31<00:00, 9.78s/it] +2026-05-16 09:24:18.615 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_029_seed_190_The shot opens on a medium frame of a young baller.mp4 +2026-05-16 09:24:18.617 | INFO | __main__:validate:1995 - Generating validation video 31/31: The scene opens on a medium shot of a teenage boy ... + + +============================================================ +🎬 HunyuanVideo Generation Task +------------------------------------------------------------ +User Prompt: The scene opens on a medium shot of a teenage boy sitting alone in a brightly lit coffee shop. He is positioned on the right third of the frame, wearing black-rimmed glasses and a forest green knit sweater. Sunlight from a large, clean window to his left casts a soft glow on his face and highlights the dust motes dancing in the air. In front of him, on a rustic wooden table, sits a white ceramic mug filled with coffee, a simple leaf pattern visible in the latte art. He slowly reaches out, wrapping both hands around the warmth of the mug. He lifts it to his lips, his eyes closing for a brief moment as he takes a sip. After savoring the taste, he gently lowers the mug back onto its saucer without a sound. He turns his head slightly, his gaze directed out the window, watching the world go by with a calm, contemplative expression. The background is softly blurred, showing the indistinct shapes of other patrons, hanging plants, and an exposed brick wall, creating a peaceful and introspective atmosphere. +Rewritten Prompt: +Aspect Ratio: 864:480 +Video Length: 121 +Reference Image: None +Guidance Scale: 6.0 +Guidance Embedded Scale: None +Shift: 5.0 +Seed: 2735 +Video Resolution: 864 x 480 +Attn mode: flash +Transformer dtype: torch.float32 +Sampling Steps: 40 +Use Meanflow: False +============================================================ +100%|██████████| 40/40 [06:30<00:00, 9.77s/it] +2026-05-16 09:31:01.194 | INFO | __main__:validate:2026 - Validation video saved to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/samples/step_000300/sample_030_seed_2735_The scene opens on a medium shot of a teenage boy .mp4 +2026-05-16 09:32:20.410 | INFO | __main__:save_checkpoint:1629 - Checkpoint saved at step 300 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/checkpoint-300 +2026-05-16 09:33:00.026 | INFO | __main__:maybe_update_ref_model_for_kl:700 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0) +2026-05-16 09:33:01.240 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:867 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0 +2026-05-16 09:33:01.327 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model to cpu before rollout. +2026-05-16 09:33:01.435 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:33:01.593 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [00:57, 2.88s/it][00:57<00:00, 2.86s/it] +100%|██████████| 20/20 [00:57<00:00, 2.88s/it] +2026-05-16 09:34:04.343 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_0/index_1247_seed_6294_dp_0_rank_0_sample_0_slot_0.mp4 +2026-05-16 09:34:08.413 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 09:34:26.819 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:34:26.824 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1002 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20 +2026-05-16 09:34:26.825 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1027 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps +20it [01:02, 3.15s/it][01:02<00:00, 2.91s/it] +100%|██████████| 20/20 [01:02<00:00, 3.15s/it] +2026-05-16 09:35:35.360 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1154 - Rank 0: Saved video 1/1 to ./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000300/group_0/index_1247_seed_6295_dp_0_rank_0_sample_1_slot_1.mp4 +2026-05-16 09:35:40.862 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Loaded VLM reward model onto cuda:0 for reward scoring. +2026-05-16 09:35:58.917 | INFO | hyvideo.models.reward_models.rewards:_log:591 - [RewardDebug] Offloaded VLM reward model back to cpu after reward scoring. +2026-05-16 09:35:59.158 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:640 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'vlm_logprob', 'vlm_num_questions', 'vlm_token_credit', 'vlm_yes_no_margin', 'vlm_yes_ratio'] +2026-05-16 09:35:59.224 | INFO | hyvideo.utils.grpo_utils:gather_and_process_rewards:708 - [GatherRewards] Rank 0 saved 4 entries for group 0 +2026-05-16 09:36:00.413 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1358 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)... +Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.48s/it] +2026-05-16 09:37:55.513 | INFO | hyvideo.utils.grpo_utils:prepare_samples_online:1501 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 115.01s (1.92min) +2026-05-16 09:37:56.282 | INFO | hyvideo.utils.grpo_utils:train_one_step:2032 - Rank 0, sp_rank 0: token_credit GRPO active with 10 valid question slots; loss_mode=video_adv. diff --git a/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/wandb/wandb/run-20260512_184108-kfq0ff4t/files/requirements.txt b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/wandb/wandb/run-20260512_184108-kfq0ff4t/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ffeb1988247568d13715be6f539bc6a99eb5a45 --- /dev/null +++ b/outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/wandb/wandb/run-20260512_184108-kfq0ff4t/files/requirements.txt @@ -0,0 +1,283 @@ +awscli==1.45.3 +boto3==1.43.3 +botocore==1.43.3 +certifi==2026.4.22 +charset-normalizer==3.4.7 +colorama==0.4.6 +docutils==0.19 +idna==3.13 +jmespath==1.1.0 +pip==26.1.1 +pyasn1==0.6.3 +python-dateutil==2.9.0.post0 +PyYAML==6.0.3 +requests==2.33.1 +rsa==4.7.2 +s3transfer==0.17.0 +six==1.17.0 +urllib3==2.6.3 +py-cpuinfo==9.0.0 +hjson==3.1.0 +easydict==1.13 +braceexpand==0.1.7 +antlr4-python3-runtime==4.9.3 +websocket-client==1.9.0 +webdataset==1.0.2 +triton==3.6.0 +torchcodec==0.11.1+cu130 +tifffile==2026.5.2 +tenacity==9.1.4 +smmap==5.0.3 +sentry-sdk==2.59.0 +sentencepiece==0.2.1 +safetensors==0.7.0 +regex==2026.5.9 +pyarrow==24.0.0 +pyaml==26.2.1 +propcache==0.5.2 +opencv-python-headless==4.13.0.92 +omegaconf==2.3.0 +lightning-utilities==0.15.3 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +lazy-loader==0.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +imageio-ffmpeg==0.6.0 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +cuda-pathfinder==1.5.4 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +multidict==6.7.1 +msgpack==1.1.2 +Mako==1.3.12 +loguru==0.7.3 +lmdb==2.2.0 +ImageIO==2.37.3 +greenlet==3.5.0 +future==1.0.0 +ftfy==6.3.1 +frozenlist==1.8.0 +frozendict==2.4.7 +docstring_parser==0.18.0 +decord==0.6.0 +av==17.0.1 +attrs==26.1.0 +aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typed-argument-parser==1.12.0 +SQLAlchemy==2.0.49 +scikit-image==0.26.0 +qwen-vl-utils==0.0.14 +nvidia-cusparse==12.6.3.3 +xxhash==3.7.0 +nvidia-cufft==12.0.0.61 +flash_attn==2.8.3+cu130torch2.10 +nvidia-cudnn-cu13==9.15.1.9 +huggingface_hub==1.14.0 +gitdb==4.0.12 +ffmpeg-python==0.2.0 +einx==0.4.3 +cupy-cuda12x==14.0.1 +cuda-bindings==13.0.3 +cattrs==26.1.0 +aiosignal==1.4.0 +tokenizers==0.22.2 +typeguard==4.5.1 +nvidia-cusolver==12.0.4.66 +mediapy==1.2.6 +ipdb==0.13.13 +GitPython==3.1.50 +diffusers==0.38.0 +coremltools==9.0 +alembic==1.18.4 +aiohttp==3.13.5 +wandb==0.26.1 +sniffio==1.3.1 +torch==2.10.0+cu130 +dataset==2.0.0 +dashscope==1.25.17 +torchvision==0.25.0+cu130 +torchmetrics==1.9.0 +torchdata==0.8.0 +termcolor==3.3.0 +torchaudio==2.10.0+cu130 +deepspeed==0.19.0 +timm==1.0.27 +pytorch-lightning==2.6.1 +peft==0.19.1 +lpips==0.1.4 +lightning==2.6.1 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